import pandas as pd
import numpy as np
import glob
import os
import matplotlib.pyplot as plt
from matplotlib.pyplot import figure
from scipy import stats

import statsmodels.api as sm
from statsmodels.formula.api import ols
import statsmodels.formula.api as smf

from statsmodels.stats.multicomp import pairwise_tukeyhsd

import re
import nltk


from sklearn.feature_extraction.text import CountVectorizer

from sklearn.pipeline import make_pipeline
from sklearn.pipeline import Pipeline
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LogisticRegression
from sklearn.preprocessing import StandardScaler

from datetime import datetime

import xgboost as xgb

pd.set_option('display.max_rows', 10000)
pd.set_option('display.max_columns', 10000)

def clear():
    os.system('cls')

def ListNoDups(mylist):
    mylist = list(dict.fromkeys(mylist))
    return mylist

def CleanList(list_to_clean, len_less_than = 3):
    cleaned_list = [x for x in list_to_clean if str(x) != 'nan' and len(x) >= len_less_than ]
    return cleaned_list

def CombineTwoLists(list1, list2):
    #Combines two lists i.e. element 0 of list 1 to elemenet 0 of list 2 and creates a list so the output is a list of lists
    
    if type(list2) != list or type(list1) != list:
        print('At least one argument is not a list')
        return        
    
    if len(list1) != len(list2):
        print('Lists have different lengths')
        return
    
    final_list = []
    
    for index, (element1, element2)  in enumerate(zip(list1, list2)):
        list_to_append = [element1, element2]
        final_list.append(list_to_append)
    
    final_list = final_list[0:]
    return final_list

def SplitList(list):
    final_list = []
    for _unused_,element2 in enumerate(list):
        final_list.append(element2[0])
    
    return final_list

class CarData:
    
    missing = -1
    duplicates = -1
    
    price_outliers = -1
    mileage_outliers = -1
    year_outliers = -1
    total_discard = -1
    
    corpus = []
    def __init__(self, path, price_outlier_mt = 200000, mileage_outlier_mt = 400000,
                year_outlier_lt = 1995, engine_outlier_mt = 4000, engine_outlier_lt = 750,
                dependent_variable = 'price',
                categorical_variables = ['engine_type', 'city', 'province'],
                numeric_variables = ['price', 'mileage_km', 'engine_cm3', 'year']):
        
        #define outliers values
        self.price_outlier_mt = price_outlier_mt
        self.mileage_outlier_mt = mileage_outlier_mt
        self.year_outlier_lt =  year_outlier_lt
        self.engine_outlier_mt = engine_outlier_mt
        self.engine_outlier_lt = engine_outlier_lt
        self.dependent_variable = dependent_variable
        

        
        
        #define variable data types
        self.numeric_variables = numeric_variables
        self.categorical_variables = categorical_variables
        
        #read all .csv files from the directory
        self.data = pd.concat(map(pd.read_csv, glob.glob(os.path.join(path, "*.csv"))), sort=False)
        
        #drop the duplicates and save the number of duplicates - many duplicates due to data gathering method
        self.duplicates = len(self.data) - len(self.data.drop_duplicates())
        self.data.drop_duplicates(inplace = True)
        
        #rename columns
        self.data.columns = ['title', 'price', 'sub_title', 'mileage_km', 'year', 'engine_cm3',
                'engine_type', 'city', 'province', 'negotiable']
        
        #drop NaNs and save the number of rows dropped to the missing varaible
        self.missing = self.data['engine_type'].isna().sum()
        self.data.dropna(subset = ['engine_type'], axis = 'index', inplace = True)
        
        self.missing = self.missing + self.data['city'].isna().sum()
        self.data.dropna(subset = ['city'], axis = 'index', inplace = True)
        
        self.missing = self.missing + self.data['engine_cm3'].isna().sum()
        self.data.dropna(subset = ['engine_cm3'], axis = 'index', inplace = True)
        
        #clean up the columns
        self.data['price'] = self.data['price'].apply(lambda x: x.replace(",", ""))
        self.data['price'] = self.data['price'].apply(lambda x: x.replace(" ", "")).astype('int')
        
        self.data['mileage_km'] = self.data['mileage_km'].apply(lambda x: x.replace("km", ""))
        self.data['mileage_km'] = self.data['mileage_km'].apply(lambda x: x.replace(" ", "")).astype('float')
        
        self.data['engine_cm3'] = self.data['engine_cm3'].astype('str')
        self.data['engine_cm3'] = self.data['engine_cm3'].apply(lambda x: x.replace('cm3', ''))
        self.data['engine_cm3'] = self.data['engine_cm3'].apply(lambda x: x.replace(' ','')).astype('int')
        
        self.data['province'] = self.data['province'].astype('str')
        self.data['province'] = self.data['province'].apply(lambda x: x.replace('(',''))
        self.data['province'] = self.data['province'].apply(lambda x: x.replace(')',''))
        
        self.data['sub_title'] = self.data['sub_title'].astype('str') #may change that in the future - possible info loss due to lowercase
        
        
        self.data['title'] = self.data['title'].astype('str') #may change that in the future - possible info loss due to lowercase
        
        self.data['negotiable'] = self.data['negotiable'].astype('str')
        
        #Add ID column
        self.data.insert(loc = 0, column = 'ID', value = range(1, len(self.data)+1))

        #discard outliers and calculate the numbers
        self.total_discard = len(self.data) - len(self.data[(self.data['price'] <= self.price_outlier_mt) &
                                                        (self.data['mileage_km'] <= self.mileage_outlier_mt) &
                                                        (self.data['year'] >= self.year_outlier_lt) &
                                                        (self.data['engine_cm3'] <= self.engine_outlier_mt) &
                                                        (self.data['engine_cm3'] >= self.engine_outlier_lt)])        
        
        self.price_outliers = len(self.data[self.data['price'] > price_outlier_mt])
        self.data = self.data[self.data['price'] <= price_outlier_mt]
        
        self.mileage_outliers = len(self.data[self.data['mileage_km'] > mileage_outlier_mt])
        self.data = self.data[self.data['mileage_km'] <= mileage_outlier_mt]
        
        self.year_outliers = len(self.data[self.data['year'] < year_outlier_lt])
        self.data = self.data[self.data['year'] >= year_outlier_lt]
        
        self.engine_outliers = len(self.data[(self.data['engine_cm3'] > engine_outlier_mt) |
                                            (self.data['engine_cm3'] < engine_outlier_lt)])
        self.data = self.data[(self.data['engine_cm3'] <= engine_outlier_mt) & 
                             (self.data['engine_cm3'] >= engine_outlier_lt)]
        
        #NLP
        self.data['concat_title_subtitle'] = self.data['title'] + ' ' + self.data['sub_title']
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.lower())
        
        #replace problematic cases for NLP for title and subtitle
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('+',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('(',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace(')',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('**',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('*',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace(']',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('[',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace("/"," "))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace("\\"," "))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace(',',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('?',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('.',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('!',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('_',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('-',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('|',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('#',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('%',' '))
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('~',' '))  
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('*',' ')) 
        self.data['concat_title_subtitle'] = self.data['concat_title_subtitle'].apply(lambda x: x.replace('*',' '))
        
        #NLP preprocessing for location
        self.data['province'] = self.data['province'].apply(lambda x: x.lower()) 
        self.data['province'] = self.data['province'].apply(lambda x: x.replace('ą', 'a')) 
        self.data['province'] = self.data['province'].apply(lambda x: x.replace('ę', 'e'))
        self.data['province'] = self.data['province'].apply(lambda x: x.replace('ł', 'l'))
        self.data['province'] = self.data['province'].apply(lambda x: x.replace('ś', 's'))
        self.data['province'] = self.data['province'].apply(lambda x: x.replace('ć', 'c'))
        self.data['province'] = self.data['province'].apply(lambda x: x.replace('ż', 'z'))
        
    def describe(self):
        #descriptive statistice
        desc_stats = round(pd.DataFrame(
                        data = self.data[self.numerical_variables].describe(),
                        columns = self.data[self.numerical_variables].columns),2)
        return desc_stats
    
    def outliers(self):
        #baisc data about outliers discarded during preprocessing
        print('Offers with price greater than '+str(self.price_outlier_mt)+' have been discarded')
        print('The number of such offers = '+str(self.price_outliers))
        print('')
        print('Offers with mileage greater than '+str(self.mileage_outlier_mt)+' have been discarded')
        print('The number of such offers = '+str(self.mileage_outliers))
        print('')
        print('Offers with year lower than '+str(self.year_outlier_lt)+' have been discarded')
        print('The number of such offers = '+str(self.year_outliers))
        print('')
        print('Offers with engine_cm3 greater than '+str(self.engine_outlier_lt)+
              ' and lower than '+str(self.engine_outlier_mt)+' have been discarded')
        print('The number of such offers = '+str(self.engine_outliers))
        print('')
        print('Total number of discarded offers = '+str(self.total_discard)
              +'('+str(round(self.total_discard/len(self.data)*100,2))+'%)'
              +' - may be different to the sum of above due to overlap')
        
    def scatter_nox(self, var = 'all', figsize_1 = 7, figsize_2 = 5):
        #prints scatter plots with no x axis - a dummy sequence as x axis
        if var != 'all' and var not in self.data.columns:
            print('Variable not found in the dataset')
        if var == 'all':
            plt.rcParams["figure.figsize"] = (figsize_1,figsize_2)
            plt.scatter(y = self.data['mileage_km'], x = range(1, len(self.data)+1), s=1)
            plt.title('mileage_km')
            plt.show()

            plt.scatter(y = self.data['price'], x = range(1, len(self.data)+1), s=1)
            plt.title('price')
            plt.show()

            plt.scatter(y = self.data['year'], x = range(1, len(self.data)+1), s=1)
            plt.title('year')
            plt.show()

            plt.scatter(y = self.data['engine_cm3'], x = range(1, len(self.data)+1), s=1)
            plt.title('engine_cm3')
            plt.show()
        else:
            plt.rcParams["figure.figsize"] = (figsize_1,figsize_2)
            plt.scatter(y = self.data[var], x = range(1, len(self.data)+1), s=1)
            plt.title(var)
            plt.show()
            
    def scatter(self, var = 'all'):
        #prints scatter plots for numerical variables
        if var != 'all' and var not in self.data.columns:
            print('Variable not found in the dataset')
        list_comb = []
        if var == 'all':
            for variable1 in enumerate(self.numeric_variables):
                for variable2 in enumerate(self.numeric_variables):
                    if variable1 != variable2 and variable1[1]+variable2[1] not in list_comb and variable2[1]+variable1[1] not in list_comb:
                        plt.scatter(y = self.data[variable1[1]], x = self.data[variable2[1]], s=1)
                        plt.title("Correlation between "+variable1[1]+' and '+variable2[1])
                        plt.ylabel(variable1[1])
                        plt.xlabel(variable2[1])
                        plt.show()
                        list_comb.append(variable1[1]+variable2[1])
        #else: - TO DO
    
    def hist(self, var = 'all', bins = 50):
        if var != 'all' and var not in self.data.columns:
            print('Variable not found in the dataset')
        #prints histograms for numeric variables
        if var == 'all':
            for variable in enumerate(self.numeric_variables):
                plt.hist(x = self.data[variable[1]], bins = bins)
                plt.title(variable[1])
                plt.show()
     
    def price_cat_vars(self, variables = '_NULL_'):
        
        if variables == '_NULL_':
            variables = self.categorical_variables
            
        for variable in enumerate(variables):
            # shows desrptive statistics of categorical variables
            print(self.data.groupby(self.data[variable[1]])['price'].describe())
            #the variables need further preprocessing
            
    def add_dummies(self, columns_to_check, categorical_list = '_NULL_', delete_from_strings = 'yes', delete_column = 'no'):
        #adds dummmies from cat_list, checks in every column of columns_to_check

        for column in enumerate(columns_to_check):            
            if categorical_list == '_NULL_':
                categorical_list = data.data[column[1]].unique().tolist()
            
            for category in enumerate(categorical_list):
                col_name = column[1] + '_' + category[1]
                self.data[col_name] = self.data[column[1]].str.contains(category[1]).astype('int')
                
                #append newly craeted variables to categorical variables
                if self.data[col_name].sum() > 0:
                    self.categorical_variables.append(col_name)
                else:
                    self.data.drop(columns = [col_name], inplace = True)
                
                #delete the string from the column
                if delete_from_strings == 'yes':
                    self.data[column[1]] = self.data[column[1]].apply(lambda x: x.replace(category[1], ''))
                    
            #delete the column
            if delete_column == 'yes':
                self.data.drop(columns = column[1], inplace = True)
                
        return self
    
    def add_dummies2(self, categorical_list, delete_from_column = 'yes', delete_concat_column = 'no', column = 'concat_title_subtitle'):
        #adds dummmies from cat_list, checks in concat_title_subtitle column
        for category in enumerate(categorical_list):
            
            #print(category)
            
            col_name = category[1]
            self.data[col_name] = self.data[column].str.contains(category[1]).astype('int')
                
                #append newly craeted varaibles to categorical variables
            if self.data[col_name].sum() > 0:
                self.categorical_variables.append(col_name)
            else:
                self.data.drop(columns = [col_name], inplace = True)
                
                #delete the string from the column
            if delete_from_column == 'yes':
                self.data[column] = self.data[column].apply(lambda x: x.replace(category[1], ''))
                                                
            if delete_concat_column == 'yes':
                self.data.drop(columns = column, inplace = True)
                
        return self
    """
    def ind_test(self, var, alpha = 0.05):
        if alpha > 1 or alpha < 0:
            print('Incorrect alpha value. Select a value from <0;1>.')
            
        if var != 'all' and var not in self.data.columns:
            print('Variable not found in the dataset')
        pivot = round(self.data.pivot_table(values = 'price', index = var, aggfunc = ['count', 'mean']),2)
        pivot.columns = ['count', 'mean']
        
        mean_price = self.data['price'].mean()
        
        pivot['sm'] = pivot['mean']/((pivot['count'])**(1/2))
        
        pivot['t'] = (pivot['mean']-mean_price)/pivot['sm']
        pivot['df'] = pivot['count']-1

        #calculate p-value
        pivot['t_border'] = stats.t.ppf(1-alpha/2, pivot['df'])
        
        #implementation here is not 100% mathematically correct
        return pivot
    """
    def anova(self, var = 'all', alpha = 0.05):
        if var == 'all':
            for variable in enumerate(self.categorical_variables):
                anova_data = self.data[[variable[1], 'price']].reset_index().copy()
                anova_data.columns = ['index', variable[1], 'price']
                equation_string = 'price ~ '+str(variable[1])
                model = ols(equation_string, data=anova_data).fit()
                anova_table = sm.stats.anova_lm(model, typ=2)
                print(anova_table)
                print()
                
                #pairwise comparisons
                pairwise_comparison = pairwise_tukeyhsd(endog = anova_data['price'],
                                                        groups = anova_data[variable[1]],
                                                        alpha = alpha)
                print(pairwise_comparison)
                print()
        #else:
            #TO DO
            #also TO DO check Anova assumptions
    def make_corpus(self, column = 'concat_title_subtitle'):
        #creates a corpus out of title and subtitle column
        for i in range(0, len(self.data)):
            #string = re.sub('[^a-zA-Z]', ' ', self.data.reset_index().loc[i]['concat_title_subtitle'])
            string = self.data.reset_index().loc[i][column]
            string = string.split()
            self.corpus = self.corpus + string
        self.corpus = ListNoDups(self.corpus)
        
        #with open("corpus.txt", "w") as output:
         #   output.write(str(self.corpus))
    
        return self.corpus
    
    def analyse_variables(self, list_of_variables, discard = 0.01):
    # independence tests for a list of variable e.g. corpus
        final_df = pd.DataFrame(columns = ['variable', 'mean_1', 'mean_0', 'count_1', 'count_0'])

        for variable in enumerate(list_of_variables):
            #debug
            #print(str(variable)+' done')
            
            self.data[variable[1]] = self.data['concat_title_subtitle'].str.contains(variable[1]).astype('int')

            mean_1 = self.data.loc[self.data[variable[1]] == 1][self.dependent_variable].mean()
            mean_0 = self.data.loc[self.data[variable[1]] == 0][self.dependent_variable].mean()

            count_1 = len(self.data.loc[self.data[variable[1]] == 1])
            count_0 = len(self.data.loc[self.data[variable[1]] == 0])        
            
            if count_1 >= discard * len(self.data) and count_0 >= discard * len(self.data):            
                dict_to_append = {
                    'variable' : variable[1],
                    'mean_1' : mean_1,
                    'mean_0' : mean_0,
                    'count_1' : count_1,
                    'count_0' : count_0
                }

                final_df = final_df.append(dict_to_append, ignore_index = True)

            self.data.drop(columns = [variable[1]], inplace = True)

            #if variable[0] % 1000 == 0:
            #    print(str(variable[0])+'/'+str(len(list_of_variables)))         
            
        
        
        final_df['mean_diff'] = abs(final_df['mean_1'] - final_df['mean_0'])
        final_df = final_df.sort_values(by = 'mean_diff', ascending = False).reset_index()
        final_df.drop(columns = 'index', inplace = True)
        
        date = datetime.date(datetime.now())
        
        final_df.to_csv('analyse_variables_'+str(date)+'.csv')
        
        return final_df

        
            

#cv = CountVectorizer(max_features = 1000)
#X = cv.fit_transform(corpus).toarray()

data = CarData(path = 'data/', dependent_variable = 'price', 
               categorical_variables = ['engine_type', 'city', 'province'],
               numeric_variables = ['price', 'mileage_km', 'engine_cm3', 'year'])

brands = ['alfa', 'audi', 'bmw', 'chevrolet', 'chrysler',
          'citroen', 'dacia', 'daewoo', 'dodge', 'fiat',
          'ford', 'honda', 'hyundai', 'jaguar', 'jeep',
          'kia', 'rover', 'lexus', 'mazda', 'mercedes',
          'mitsubishi', 'nissan', 'opel', 'peugeot',
          'porsche', 'renault', 'seat', 'smart', 'subaru', 
          'suzuki', 'tesla', 'toyota', 'volkswagen',
          'volvo', 'skoda']

data.add_dummies2(brands)

<__main__.CarData at 0x1437f4a8748>

corpus = x.make_corpus()

analysis = x.analyse_variables(corpus, discard = 0.01)

analysis = pd.read_csv('analyse_variables_results.csv', index_col=0)

variables = analysis['variable'].values.tolist()
cleaned_variables = CleanList(list_to_clean = variables, len_less_than = 3)

data.add_dummies2(cleaned_variables)

<__main__.CarData at 0x1437f4a8748>

data.data.head()

data.add_dummies(columns_to_check = ['engine_type'],  delete_column = 'yes')

<__main__.CarData at 0x1437f4a8748>

data.add_dummies(columns_to_check = ['province'], delete_column = 'yes')

<__main__.CarData at 0x1437f4a8748>

data.data

date = datetime.date(datetime.now())
data.data.to_csv('data_'+str(date)+'.csv')

---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-4-3adbd53711b3> in <module>
      1 date = datetime.date(datetime.now())
----> 2 data.data.to_csv('data_'+str(date)+'.csv')

NameError: name 'data' is not defined

data = pd.read_csv('data_2020-06-29.csv', index_col = 0)

X = pd.concat([data.iloc[: , [4,5,6]], data.iloc[: , 10:]], axis = 1, sort = False)
y = data['price'].copy()

stand_scale = StandardScaler()
X_scaled = stand_scale.fit_transform(X)
X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0, test_size = 0.2)

Logistic Regression¶

lin_reg = LogisticRegression()

lin_reg.fit(X_scaled, y)

C:\Anaconda\lib\site-packages\sklearn\linear_model\logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.
  FutureWarning)
C:\Anaconda\lib\site-packages\sklearn\linear_model\logistic.py:469: FutureWarning: Default multi_class will be changed to 'auto' in 0.22. Specify the multi_class option to silence this warning.
  "this warning.", FutureWarning)

y_pred = lin_reg.predict(y)

Gradient Boosting¶

from xgboost import XGBRegressor

xgb = XGBRegressor(learning_rate = 0.1, objective = 'reg:squarederror', nthread =  8,
                  tree_method = 'gpu_hist', max_depth = 7, n_estimators = 1440,
                  booster = 'gbtree', verbosity = 2)

xgb.fit(X_train,y_train,
        eval_set=[(X_train, y_train), (X_test, y_test)],
        eval_metric='mae'
        )

[0]	validation_0-mae:28667.44531	validation_1-mae:28305.03516
[1]	validation_0-mae:25824.90039	validation_1-mae:25495.70312
[2]	validation_0-mae:23288.30469	validation_1-mae:22980.79297
[3]	validation_0-mae:21033.97266	validation_1-mae:20758.63477
[4]	validation_0-mae:19042.21680	validation_1-mae:18788.07812
[5]	validation_0-mae:17294.72461	validation_1-mae:17060.47656
[6]	validation_0-mae:15767.90918	validation_1-mae:15548.52148
[7]	validation_0-mae:14442.75781	validation_1-mae:14236.37207
[8]	validation_0-mae:13291.10644	validation_1-mae:13100.21680
[9]	validation_0-mae:12305.46094	validation_1-mae:12121.87988
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[1298]	validation_0-mae:3561.53418	validation_1-mae:6014.66455
[1299]	validation_0-mae:3560.07227	validation_1-mae:6014.75732
[1300]	validation_0-mae:3558.70825	validation_1-mae:6014.92383
[1301]	validation_0-mae:3557.37402	validation_1-mae:6014.70020
[1302]	validation_0-mae:3555.91016	validation_1-mae:6014.45947
[1303]	validation_0-mae:3555.26587	validation_1-mae:6014.53027
[1304]	validation_0-mae:3554.44043	validation_1-mae:6014.18164
[1305]	validation_0-mae:3553.65259	validation_1-mae:6014.15186
[1306]	validation_0-mae:3552.18213	validation_1-mae:6013.81982
[1307]	validation_0-mae:3551.07690	validation_1-mae:6013.99170
[1308]	validation_0-mae:3550.45825	validation_1-mae:6014.20557
[1309]	validation_0-mae:3548.36255	validation_1-mae:6014.16309
[1310]	validation_0-mae:3547.24829	validation_1-mae:6013.55957
[1311]	validation_0-mae:3545.20874	validation_1-mae:6013.55176
[1312]	validation_0-mae:3544.24902	validation_1-mae:6013.59717
[1313]	validation_0-mae:3543.05420	validation_1-mae:6013.57471
[1314]	validation_0-mae:3542.04224	validation_1-mae:6013.43555
[1315]	validation_0-mae:3541.13843	validation_1-mae:6012.78809
[1316]	validation_0-mae:3539.81152	validation_1-mae:6012.94189
[1317]	validation_0-mae:3538.49316	validation_1-mae:6012.84131
[1318]	validation_0-mae:3537.32715	validation_1-mae:6013.02441
[1319]	validation_0-mae:3536.46924	validation_1-mae:6012.56397
[1320]	validation_0-mae:3535.26782	validation_1-mae:6012.86816
[1321]	validation_0-mae:3534.43677	validation_1-mae:6012.79248
[1322]	validation_0-mae:3533.78516	validation_1-mae:6012.92480
[1323]	validation_0-mae:3532.95459	validation_1-mae:6013.00391
[1324]	validation_0-mae:3531.80395	validation_1-mae:6012.70068
[1325]	validation_0-mae:3531.16016	validation_1-mae:6012.76953
[1326]	validation_0-mae:3530.22607	validation_1-mae:6012.73291
[1327]	validation_0-mae:3529.44385	validation_1-mae:6012.61572
[1328]	validation_0-mae:3528.80347	validation_1-mae:6012.54443
[1329]	validation_0-mae:3527.33545	validation_1-mae:6012.68213
[1330]	validation_0-mae:3525.06177	validation_1-mae:6012.75635
[1331]	validation_0-mae:3524.12036	validation_1-mae:6013.21484
[1332]	validation_0-mae:3523.08081	validation_1-mae:6013.37353
[1333]	validation_0-mae:3522.20093	validation_1-mae:6013.52637
[1334]	validation_0-mae:3520.93091	validation_1-mae:6013.73486
[1335]	validation_0-mae:3520.06348	validation_1-mae:6013.96582
[1336]	validation_0-mae:3519.18311	validation_1-mae:6013.63379
[1337]	validation_0-mae:3517.15454	validation_1-mae:6013.87012
[1338]	validation_0-mae:3515.91040	validation_1-mae:6014.19873
[1339]	validation_0-mae:3515.39551	validation_1-mae:6014.29443
[1340]	validation_0-mae:3514.40942	validation_1-mae:6014.50147
[1341]	validation_0-mae:3513.04761	validation_1-mae:6014.28955
[1342]	validation_0-mae:3511.71289	validation_1-mae:6014.52930
[1343]	validation_0-mae:3510.18677	validation_1-mae:6013.73926
[1344]	validation_0-mae:3508.59839	validation_1-mae:6013.57275
[1345]	validation_0-mae:3507.27954	validation_1-mae:6013.77881
[1346]	validation_0-mae:3506.10156	validation_1-mae:6013.56348
[1347]	validation_0-mae:3504.75562	validation_1-mae:6014.06152
[1348]	validation_0-mae:3503.27588	validation_1-mae:6013.71387
[1349]	validation_0-mae:3502.60840	validation_1-mae:6013.77490
[1350]	validation_0-mae:3501.33301	validation_1-mae:6014.00195
[1351]	validation_0-mae:3499.90503	validation_1-mae:6014.27100
[1352]	validation_0-mae:3498.70776	validation_1-mae:6014.20850
[1353]	validation_0-mae:3497.65283	validation_1-mae:6014.75781
[1354]	validation_0-mae:3496.49365	validation_1-mae:6015.07373
[1355]	validation_0-mae:3495.56152	validation_1-mae:6015.32959
[1356]	validation_0-mae:3494.42432	validation_1-mae:6015.26758
[1357]	validation_0-mae:3493.53760	validation_1-mae:6015.18359
[1358]	validation_0-mae:3492.59180	validation_1-mae:6015.59228
[1359]	validation_0-mae:3491.90942	validation_1-mae:6015.81250
[1360]	validation_0-mae:3491.22925	validation_1-mae:6015.87549
[1361]	validation_0-mae:3490.51123	validation_1-mae:6015.69775
[1362]	validation_0-mae:3489.84399	validation_1-mae:6015.54785
[1363]	validation_0-mae:3487.87549	validation_1-mae:6015.30908
[1364]	validation_0-mae:3486.15771	validation_1-mae:6015.16992
[1365]	validation_0-mae:3485.08203	validation_1-mae:6015.66602
[1366]	validation_0-mae:3483.64648	validation_1-mae:6015.11914
[1367]	validation_0-mae:3482.91528	validation_1-mae:6015.02490
[1368]	validation_0-mae:3481.94824	validation_1-mae:6014.70410
[1369]	validation_0-mae:3481.00757	validation_1-mae:6014.61279
[1370]	validation_0-mae:3479.89380	validation_1-mae:6014.64014
[1371]	validation_0-mae:3478.65430	validation_1-mae:6014.79297
[1372]	validation_0-mae:3477.23877	validation_1-mae:6014.76465
[1373]	validation_0-mae:3476.04517	validation_1-mae:6015.08447
[1374]	validation_0-mae:3475.26001	validation_1-mae:6015.00391
[1375]	validation_0-mae:3474.09814	validation_1-mae:6015.29590
[1376]	validation_0-mae:3473.26660	validation_1-mae:6015.60059
[1377]	validation_0-mae:3472.41162	validation_1-mae:6015.53272
[1378]	validation_0-mae:3471.25903	validation_1-mae:6015.88818
[1379]	validation_0-mae:3470.42895	validation_1-mae:6015.82471
[1380]	validation_0-mae:3469.89478	validation_1-mae:6016.29736
[1381]	validation_0-mae:3469.37354	validation_1-mae:6016.47949
[1382]	validation_0-mae:3468.74316	validation_1-mae:6016.45508
[1383]	validation_0-mae:3468.40234	validation_1-mae:6016.38232
[1384]	validation_0-mae:3467.72070	validation_1-mae:6016.27832
[1385]	validation_0-mae:3466.97900	validation_1-mae:6016.11182
[1386]	validation_0-mae:3466.14844	validation_1-mae:6016.19824
[1387]	validation_0-mae:3465.11255	validation_1-mae:6016.25635
[1388]	validation_0-mae:3464.32227	validation_1-mae:6016.23096
[1389]	validation_0-mae:3463.48999	validation_1-mae:6016.24365
[1390]	validation_0-mae:3462.75513	validation_1-mae:6016.45898
[1391]	validation_0-mae:3462.22485	validation_1-mae:6016.48486
[1392]	validation_0-mae:3461.52930	validation_1-mae:6016.76562
[1393]	validation_0-mae:3460.71167	validation_1-mae:6016.56494
[1394]	validation_0-mae:3459.90234	validation_1-mae:6016.81201
[1395]	validation_0-mae:3458.50464	validation_1-mae:6016.67236
[1396]	validation_0-mae:3457.87207	validation_1-mae:6016.92725
[1397]	validation_0-mae:3457.21509	validation_1-mae:6016.91113
[1398]	validation_0-mae:3455.56519	validation_1-mae:6016.48828
[1399]	validation_0-mae:3454.60840	validation_1-mae:6016.45996
[1400]	validation_0-mae:3453.95215	validation_1-mae:6016.18115
[1401]	validation_0-mae:3452.76636	validation_1-mae:6016.26904
[1402]	validation_0-mae:3451.43823	validation_1-mae:6015.72900
[1403]	validation_0-mae:3450.53223	validation_1-mae:6015.84375
[1404]	validation_0-mae:3449.02661	validation_1-mae:6015.79199
[1405]	validation_0-mae:3448.15918	validation_1-mae:6015.56934
[1406]	validation_0-mae:3447.29883	validation_1-mae:6015.56641
[1407]	validation_0-mae:3446.18799	validation_1-mae:6015.89551
[1408]	validation_0-mae:3445.43774	validation_1-mae:6015.93945
[1409]	validation_0-mae:3443.96484	validation_1-mae:6015.83057
[1410]	validation_0-mae:3443.15527	validation_1-mae:6015.90088
[1411]	validation_0-mae:3442.27075	validation_1-mae:6016.22314
[1412]	validation_0-mae:3441.54370	validation_1-mae:6016.18799
[1413]	validation_0-mae:3441.08887	validation_1-mae:6016.21484
[1414]	validation_0-mae:3440.38794	validation_1-mae:6016.05127
[1415]	validation_0-mae:3439.69287	validation_1-mae:6016.06934
[1416]	validation_0-mae:3438.94336	validation_1-mae:6016.16846
[1417]	validation_0-mae:3437.94385	validation_1-mae:6016.17773
[1418]	validation_0-mae:3437.22852	validation_1-mae:6016.31494
[1419]	validation_0-mae:3435.97144	validation_1-mae:6016.66650
[1420]	validation_0-mae:3434.27197	validation_1-mae:6016.87891
[1421]	validation_0-mae:3433.76880	validation_1-mae:6017.11133
[1422]	validation_0-mae:3432.55054	validation_1-mae:6017.44580
[1423]	validation_0-mae:3431.33667	validation_1-mae:6017.47314
[1424]	validation_0-mae:3430.54492	validation_1-mae:6017.38623
[1425]	validation_0-mae:3430.04150	validation_1-mae:6017.48193
[1426]	validation_0-mae:3428.69092	validation_1-mae:6017.84424
[1427]	validation_0-mae:3427.49878	validation_1-mae:6017.78809
[1428]	validation_0-mae:3426.80811	validation_1-mae:6017.88379
[1429]	validation_0-mae:3425.45166	validation_1-mae:6018.23730
[1430]	validation_0-mae:3424.89258	validation_1-mae:6018.24853
[1431]	validation_0-mae:3424.44971	validation_1-mae:6018.50732
[1432]	validation_0-mae:3423.86328	validation_1-mae:6018.35205
[1433]	validation_0-mae:3423.28589	validation_1-mae:6018.92969
[1434]	validation_0-mae:3422.64185	validation_1-mae:6019.10449
[1435]	validation_0-mae:3422.03052	validation_1-mae:6019.20361
[1436]	validation_0-mae:3420.72046	validation_1-mae:6019.16992
[1437]	validation_0-mae:3420.18872	validation_1-mae:6019.16846
[1438]	validation_0-mae:3419.31665	validation_1-mae:6019.19531
[1439]	validation_0-mae:3418.89429	validation_1-mae:6019.01758

XGBRegressor(base_score=0.5, booster='gbtree', colsample_bylevel=1,
             colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=0,
             importance_type='gain', interaction_constraints=None,
             learning_rate=0.1, max_delta_step=0, max_depth=7,
             min_child_weight=1, missing=nan, monotone_constraints=None,
             n_estimators=1440, n_jobs=8, nthread=8, num_parallel_tree=1,
             objective='reg:squarederror', random_state=0, reg_alpha=0,
             reg_lambda=1, scale_pos_weight=1, subsample=1,
             tree_method='gpu_hist', validate_parameters=False, verbosity=2)

variable_importance = CombineTwoLists(X_train.columns.values.tolist(), xgb.feature_importances_.tolist())
variable_importance.sort(key = lambda x:x[1], reverse = True)

for i in range(len(X_train.columns)):
        
    print('Dropping: '+str(a[len(X_train.columns)-i-1][0]))
    
    X_train = X_train.drop(columns = variable_importance[len(X_train.columns)-i-1][0])
    X_test = X_test.drop(columns = variable_importance[len(X_test.columns)-i-1][0])
    
    xgb1 = XGBRegressor(learning_rate = 0.1, objective = 'reg:squarederror', nthread =  8,
                  tree_method = 'gpu_hist', max_depth = 6, n_estimators = 1700,
                  booster = 'gbtree', verbosity = 2)
    
    xgb1.fit(X_train,y_train,
        eval_set=[(X_train, y_train), (X_test, y_test)],
        eval_metric='mae'
        )

'krajowy'

variable_importance_selected = variable_importance[178:]

columns_to_drop = SplitList(variable_importance_selected)

X_train = X_train.drop(columns = columns_to_drop).copy()

X_test = X_test.drop(columns = columns_to_drop).copy()

for i in range(len(X_train.columns)):
        
    print('Dropping: '+str(a[len(X_train.columns)-i-1][0]))
    
    X_train = X_train.drop(columns = variable_importance[len(X_train.columns)-i-1][0])
    X_test = X_test.drop(columns = variable_importance[len(X_test.columns)-i-1][0])
    
    xgb1 = XGBRegressor(learning_rate = 0.1, objective = 'reg:squarederror', nthread =  8,
                  tree_method = 'gpu_hist', max_depth = 6, n_estimators = 1700,
                  booster = 'gbtree', verbosity = 2)
    
    xgb1.fit(X_train,y_train,
        eval_set=[(X_train, y_train), (X_test, y_test)],
        eval_metric='mae'
        )

Dropping: province_niedersachsen
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.76416
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.63525
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.28906
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.96826
[26]	validation_0-mae:7548.77930	validation_1-mae:7489.15674
[27]	validation_0-mae:7488.50000	validation_1-mae:7435.12695
[28]	validation_0-mae:7439.26465	validation_1-mae:7394.03711
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.86621
[30]	validation_0-mae:7361.33447	validation_1-mae:7329.23730
[31]	validation_0-mae:7320.76855	validation_1-mae:7292.75147
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.45410
[33]	validation_0-mae:7264.06689	validation_1-mae:7254.41260
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.45117
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.57861
[36]	validation_0-mae:7185.08740	validation_1-mae:7196.16309
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.73145
[38]	validation_0-mae:7142.17969	validation_1-mae:7164.23145
[39]	validation_0-mae:7120.81445	validation_1-mae:7147.04883
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.67969
[41]	validation_0-mae:7086.79443	validation_1-mae:7124.28418
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.54248
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.73633
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.67822
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.51953
[46]	validation_0-mae:6998.53857	validation_1-mae:7063.34717
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.58252
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.92188
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.50439
[50]	validation_0-mae:6920.67480	validation_1-mae:7006.09473
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.85400
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.70264
[53]	validation_0-mae:6871.32324	validation_1-mae:6967.93897
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.28418
[55]	validation_0-mae:6846.20459	validation_1-mae:6948.84375
[56]	validation_0-mae:6826.03027	validation_1-mae:6932.07520
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.49902
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.72607
[59]	validation_0-mae:6786.72754	validation_1-mae:6908.76318
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.23193
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.43066
[62]	validation_0-mae:6749.58691	validation_1-mae:6880.79297
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.31592
[64]	validation_0-mae:6721.70703	validation_1-mae:6857.86816
[65]	validation_0-mae:6710.04395	validation_1-mae:6849.05176
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.35010
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.63281
[68]	validation_0-mae:6675.47510	validation_1-mae:6821.18018
[69]	validation_0-mae:6670.55078	validation_1-mae:6817.85693
[70]	validation_0-mae:6656.58936	validation_1-mae:6808.70557
[71]	validation_0-mae:6645.05908	validation_1-mae:6800.03809
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.29541
[73]	validation_0-mae:6626.81543	validation_1-mae:6788.90772
[74]	validation_0-mae:6615.48486	validation_1-mae:6781.85010
[75]	validation_0-mae:6594.62647	validation_1-mae:6763.13086
[76]	validation_0-mae:6584.61572	validation_1-mae:6755.40918
[77]	validation_0-mae:6580.52246	validation_1-mae:6750.98242
[78]	validation_0-mae:6571.61914	validation_1-mae:6743.63379
[79]	validation_0-mae:6562.51611	validation_1-mae:6738.85938
[80]	validation_0-mae:6553.35840	validation_1-mae:6730.23486
[81]	validation_0-mae:6540.77051	validation_1-mae:6722.04248
[82]	validation_0-mae:6534.70850	validation_1-mae:6717.56445
[83]	validation_0-mae:6526.16943	validation_1-mae:6710.94043
[84]	validation_0-mae:6519.55664	validation_1-mae:6708.11328
[85]	validation_0-mae:6510.32275	validation_1-mae:6701.42139
[86]	validation_0-mae:6502.94092	validation_1-mae:6698.49805
[87]	validation_0-mae:6490.16992	validation_1-mae:6688.43018
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[1627]	validation_0-mae:4016.03027	validation_1-mae:5999.08496
[1628]	validation_0-mae:4015.49194	validation_1-mae:5999.00537
[1629]	validation_0-mae:4014.99365	validation_1-mae:5998.90478
[1630]	validation_0-mae:4014.05542	validation_1-mae:5999.00586
[1631]	validation_0-mae:4012.18433	validation_1-mae:5998.82080
[1632]	validation_0-mae:4011.66016	validation_1-mae:5998.81348
[1633]	validation_0-mae:4011.45728	validation_1-mae:5998.76855
[1634]	validation_0-mae:4010.38428	validation_1-mae:5998.53467
[1635]	validation_0-mae:4010.27368	validation_1-mae:5998.53418
[1636]	validation_0-mae:4009.91064	validation_1-mae:5998.47803
[1637]	validation_0-mae:4009.14966	validation_1-mae:5998.12647
[1638]	validation_0-mae:4008.54004	validation_1-mae:5998.06494
[1639]	validation_0-mae:4008.45679	validation_1-mae:5998.16846
[1640]	validation_0-mae:4008.07837	validation_1-mae:5998.24219
[1641]	validation_0-mae:4007.44019	validation_1-mae:5998.25342
[1642]	validation_0-mae:4006.27197	validation_1-mae:5998.82910
[1643]	validation_0-mae:4005.69946	validation_1-mae:5998.98730
[1644]	validation_0-mae:4004.72852	validation_1-mae:5998.61084
[1645]	validation_0-mae:4004.23462	validation_1-mae:5998.77051
[1646]	validation_0-mae:4003.42773	validation_1-mae:5999.08447
[1647]	validation_0-mae:4002.54443	validation_1-mae:5999.10840
[1648]	validation_0-mae:4001.73267	validation_1-mae:5999.13330
[1649]	validation_0-mae:4001.44189	validation_1-mae:5999.08350
[1650]	validation_0-mae:4000.94189	validation_1-mae:5999.18213
[1651]	validation_0-mae:4000.49365	validation_1-mae:5999.44434
[1652]	validation_0-mae:3999.86621	validation_1-mae:5999.61035
[1653]	validation_0-mae:3998.38599	validation_1-mae:5999.72217
[1654]	validation_0-mae:3997.25269	validation_1-mae:5999.70459
[1655]	validation_0-mae:3996.44458	validation_1-mae:5999.78809
[1656]	validation_0-mae:3995.06812	validation_1-mae:5999.86182
[1657]	validation_0-mae:3994.33960	validation_1-mae:5999.94775
[1658]	validation_0-mae:3993.41211	validation_1-mae:5999.65723
[1659]	validation_0-mae:3992.51099	validation_1-mae:6000.01758
[1660]	validation_0-mae:3991.81982	validation_1-mae:6000.07910
[1661]	validation_0-mae:3991.33350	validation_1-mae:5999.94775
[1662]	validation_0-mae:3990.85938	validation_1-mae:5999.84766
[1663]	validation_0-mae:3989.85791	validation_1-mae:5999.91455
[1664]	validation_0-mae:3989.08911	validation_1-mae:5999.76953
[1665]	validation_0-mae:3988.57007	validation_1-mae:5999.89062
[1666]	validation_0-mae:3987.79981	validation_1-mae:5999.68457
[1667]	validation_0-mae:3986.76587	validation_1-mae:5999.57666
[1668]	validation_0-mae:3986.19482	validation_1-mae:5999.59473
[1669]	validation_0-mae:3985.32764	validation_1-mae:5999.53467
[1670]	validation_0-mae:3984.43823	validation_1-mae:5999.66357
[1671]	validation_0-mae:3983.55542	validation_1-mae:5999.80371
[1672]	validation_0-mae:3983.12183	validation_1-mae:5999.73779
[1673]	validation_0-mae:3982.11231	validation_1-mae:5999.67529
[1674]	validation_0-mae:3981.40552	validation_1-mae:5999.92383
[1675]	validation_0-mae:3980.22437	validation_1-mae:6000.59180
[1676]	validation_0-mae:3979.49316	validation_1-mae:6000.80127
[1677]	validation_0-mae:3979.46118	validation_1-mae:6000.77490
[1678]	validation_0-mae:3979.36035	validation_1-mae:6000.82471
[1679]	validation_0-mae:3979.30688	validation_1-mae:6000.89160
[1680]	validation_0-mae:3979.28125	validation_1-mae:6000.90332
[1681]	validation_0-mae:3979.05371	validation_1-mae:6000.89209
[1682]	validation_0-mae:3978.57397	validation_1-mae:6001.04443
[1683]	validation_0-mae:3978.17456	validation_1-mae:6000.97949
[1684]	validation_0-mae:3977.67310	validation_1-mae:6001.20117
[1685]	validation_0-mae:3977.12695	validation_1-mae:6001.32617
[1686]	validation_0-mae:3976.72461	validation_1-mae:6001.35547
[1687]	validation_0-mae:3975.77148	validation_1-mae:6001.17627
[1688]	validation_0-mae:3974.87842	validation_1-mae:6001.56006
[1689]	validation_0-mae:3974.23413	validation_1-mae:6001.79395
[1690]	validation_0-mae:3973.85474	validation_1-mae:6001.59228
[1691]	validation_0-mae:3973.48608	validation_1-mae:6001.91553
[1692]	validation_0-mae:3972.81567	validation_1-mae:6002.21533
[1693]	validation_0-mae:3971.75024	validation_1-mae:6002.37647
[1694]	validation_0-mae:3970.85327	validation_1-mae:6002.99853
[1695]	validation_0-mae:3970.35376	validation_1-mae:6002.92725
[1696]	validation_0-mae:3969.80420	validation_1-mae:6002.85791
[1697]	validation_0-mae:3969.05469	validation_1-mae:6002.54736
[1698]	validation_0-mae:3968.63428	validation_1-mae:6002.61084
[1699]	validation_0-mae:3967.80420	validation_1-mae:6002.37012
Dropping: tdc
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.22852
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.05859
[8]	validation_0-mae:13346.72363	validation_1-mae:13125.86914
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.09082
[10]	validation_0-mae:11563.51367	validation_1-mae:11349.96582
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.10644
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.61426
[13]	validation_0-mae:9819.97461	validation_1-mae:9627.01269
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.48047
[15]	validation_0-mae:9084.41894	validation_1-mae:8909.05273
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.64356
[17]	validation_0-mae:8567.56836	validation_1-mae:8413.21191
[18]	validation_0-mae:8374.73828	validation_1-mae:8225.03418
[19]	validation_0-mae:8211.97070	validation_1-mae:8072.09473
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.95850
[21]	validation_0-mae:7944.89600	validation_1-mae:7833.03906
[22]	validation_0-mae:7846.75635	validation_1-mae:7746.87891
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.75049
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.40381
[25]	validation_0-mae:7604.22461	validation_1-mae:7536.08350
[26]	validation_0-mae:7548.77930	validation_1-mae:7489.27197
[27]	validation_0-mae:7488.50000	validation_1-mae:7435.24121
[28]	validation_0-mae:7439.26465	validation_1-mae:7394.15186
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.98096
[30]	validation_0-mae:7361.33447	validation_1-mae:7329.35156
[31]	validation_0-mae:7320.76855	validation_1-mae:7292.81299
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.51611
[33]	validation_0-mae:7264.06689	validation_1-mae:7254.47461
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.51318
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.64014
[36]	validation_0-mae:7185.08740	validation_1-mae:7196.22461
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.79297
[38]	validation_0-mae:7142.17969	validation_1-mae:7164.29346
[39]	validation_0-mae:7120.81445	validation_1-mae:7147.11084
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.74121
[41]	validation_0-mae:7086.79443	validation_1-mae:7124.34570
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.60400
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.79834
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.74023
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.58154
[46]	validation_0-mae:6998.53857	validation_1-mae:7063.40869
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.64404
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.98291
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.56543
[50]	validation_0-mae:6920.67480	validation_1-mae:7006.15625
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.91504
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.97266
[53]	validation_0-mae:6871.32324	validation_1-mae:6968.20947
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.55420
[55]	validation_0-mae:6846.20459	validation_1-mae:6949.11377
[56]	validation_0-mae:6826.03027	validation_1-mae:6932.34522
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.76904
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.99609
[59]	validation_0-mae:6786.72754	validation_1-mae:6909.03320
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.50195
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.76807
[62]	validation_0-mae:6749.58691	validation_1-mae:6881.13037
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.65283
[64]	validation_0-mae:6721.70703	validation_1-mae:6858.20508
[65]	validation_0-mae:6710.04395	validation_1-mae:6849.38916
[66]	validation_0-mae:6696.66113	validation_1-mae:6835.68701
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.96973
[68]	validation_0-mae:6675.47510	validation_1-mae:6821.51758
[69]	validation_0-mae:6670.55029	validation_1-mae:6818.19434
[70]	validation_0-mae:6656.58936	validation_1-mae:6809.04297
[71]	validation_0-mae:6645.05859	validation_1-mae:6800.37549
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.63330
[73]	validation_0-mae:6626.81543	validation_1-mae:6789.24463
[74]	validation_0-mae:6615.48486	validation_1-mae:6782.18799
[75]	validation_0-mae:6594.62647	validation_1-mae:6763.46826
[76]	validation_0-mae:6584.61572	validation_1-mae:6755.74658
[77]	validation_0-mae:6580.52246	validation_1-mae:6751.32031
[78]	validation_0-mae:6571.61914	validation_1-mae:6743.97119
[79]	validation_0-mae:6562.51611	validation_1-mae:6739.19678
[80]	validation_0-mae:6553.35840	validation_1-mae:6730.57275
[81]	validation_0-mae:6540.77051	validation_1-mae:6722.38037
[82]	validation_0-mae:6534.70850	validation_1-mae:6717.90234
[83]	validation_0-mae:6526.16943	validation_1-mae:6711.29590
[84]	validation_0-mae:6519.55664	validation_1-mae:6708.46924
[85]	validation_0-mae:6510.32275	validation_1-mae:6701.77686
[86]	validation_0-mae:6502.94092	validation_1-mae:6698.85352
[87]	validation_0-mae:6490.16992	validation_1-mae:6688.78564
[88]	validation_0-mae:6477.60596	validation_1-mae:6682.92920
[89]	validation_0-mae:6471.63135	validation_1-mae:6676.99219
[90]	validation_0-mae:6465.46338	validation_1-mae:6673.16895
[91]	validation_0-mae:6457.59522	validation_1-mae:6666.20996
[92]	validation_0-mae:6450.43164	validation_1-mae:6662.75049
[93]	validation_0-mae:6442.52686	validation_1-mae:6659.60547
[94]	validation_0-mae:6435.18066	validation_1-mae:6654.26172
[95]	validation_0-mae:6427.90039	validation_1-mae:6648.68897
[96]	validation_0-mae:6421.48535	validation_1-mae:6644.70605
[97]	validation_0-mae:6411.04785	validation_1-mae:6638.34131
[98]	validation_0-mae:6403.91064	validation_1-mae:6631.94043
[99]	validation_0-mae:6396.84228	validation_1-mae:6627.16260
[100]	validation_0-mae:6388.18603	validation_1-mae:6620.19385
[101]	validation_0-mae:6385.47559	validation_1-mae:6618.61133
[102]	validation_0-mae:6377.70654	validation_1-mae:6615.48633
[103]	validation_0-mae:6372.88721	validation_1-mae:6611.00195
[104]	validation_0-mae:6367.11963	validation_1-mae:6607.02295
[105]	validation_0-mae:6361.61133	validation_1-mae:6602.69971
[106]	validation_0-mae:6354.73535	validation_1-mae:6600.02588
[107]	validation_0-mae:6351.73486	validation_1-mae:6598.57861
[108]	validation_0-mae:6347.29199	validation_1-mae:6595.82910
[109]	validation_0-mae:6340.40186	validation_1-mae:6590.89014
[110]	validation_0-mae:6332.76660	validation_1-mae:6585.24609
[111]	validation_0-mae:6328.40234	validation_1-mae:6583.23193
[112]	validation_0-mae:6324.09619	validation_1-mae:6579.22852
[113]	validation_0-mae:6317.14746	validation_1-mae:6574.71533
[114]	validation_0-mae:6312.28076	validation_1-mae:6571.45264
[115]	validation_0-mae:6307.44629	validation_1-mae:6569.66016
[116]	validation_0-mae:6303.75098	validation_1-mae:6566.65283
[117]	validation_0-mae:6300.46240	validation_1-mae:6565.65820
[118]	validation_0-mae:6285.49316	validation_1-mae:6554.25635
[119]	validation_0-mae:6280.44287	validation_1-mae:6553.26221
[120]	validation_0-mae:6275.94531	validation_1-mae:6551.35059
[121]	validation_0-mae:6269.61475	validation_1-mae:6547.81934
[122]	validation_0-mae:6265.71728	validation_1-mae:6546.19873
[123]	validation_0-mae:6260.69434	validation_1-mae:6542.28125
[124]	validation_0-mae:6255.40723	validation_1-mae:6537.86768
[125]	validation_0-mae:6252.21533	validation_1-mae:6535.38037
[126]	validation_0-mae:6248.73242	validation_1-mae:6532.98389
[127]	validation_0-mae:6245.21240	validation_1-mae:6531.66602
[128]	validation_0-mae:6239.31397	validation_1-mae:6528.32715
[129]	validation_0-mae:6230.73389	validation_1-mae:6521.89062
[130]	validation_0-mae:6222.81103	validation_1-mae:6517.76514
[131]	validation_0-mae:6215.81250	validation_1-mae:6512.56641
[132]	validation_0-mae:6208.52686	validation_1-mae:6505.88428
[133]	validation_0-mae:6207.25000	validation_1-mae:6505.35059
[134]	validation_0-mae:6200.48145	validation_1-mae:6501.71191
[135]	validation_0-mae:6196.98242	validation_1-mae:6500.85498
[136]	validation_0-mae:6191.95264	validation_1-mae:6496.63232
[137]	validation_0-mae:6185.63721	validation_1-mae:6492.43164
[138]	validation_0-mae:6179.22070	validation_1-mae:6487.40625
[139]	validation_0-mae:6174.90674	validation_1-mae:6485.97803
[140]	validation_0-mae:6170.86084	validation_1-mae:6483.66211
[141]	validation_0-mae:6167.00098	validation_1-mae:6480.85107
[142]	validation_0-mae:6162.78027	validation_1-mae:6480.06397
[143]	validation_0-mae:6159.03955	validation_1-mae:6478.61377
[144]	validation_0-mae:6156.55127	validation_1-mae:6477.24316
[145]	validation_0-mae:6154.79004	validation_1-mae:6476.03027
[146]	validation_0-mae:6150.08594	validation_1-mae:6473.58008
[147]	validation_0-mae:6145.03369	validation_1-mae:6471.86377
[148]	validation_0-mae:6141.25635	validation_1-mae:6470.55176
[149]	validation_0-mae:6133.24219	validation_1-mae:6464.49658
[150]	validation_0-mae:6129.84326	validation_1-mae:6462.89941
[151]	validation_0-mae:6125.86572	validation_1-mae:6460.58691
[152]	validation_0-mae:6117.30566	validation_1-mae:6453.62256
[153]	validation_0-mae:6111.80615	validation_1-mae:6450.40723
[154]	validation_0-mae:6105.25635	validation_1-mae:6449.04932
[155]	validation_0-mae:6100.87012	validation_1-mae:6445.78662
[156]	validation_0-mae:6095.81055	validation_1-mae:6443.25879
[157]	validation_0-mae:6094.80420	validation_1-mae:6442.13525
[158]	validation_0-mae:6091.64258	validation_1-mae:6441.25928
[159]	validation_0-mae:6086.85352	validation_1-mae:6437.33057
[160]	validation_0-mae:6079.98242	validation_1-mae:6431.90332
[161]	validation_0-mae:6076.78516	validation_1-mae:6430.34228
[162]	validation_0-mae:6073.68603	validation_1-mae:6429.39111
[163]	validation_0-mae:6069.70703	validation_1-mae:6426.78418
[164]	validation_0-mae:6066.64600	validation_1-mae:6425.17627
[165]	validation_0-mae:6063.58154	validation_1-mae:6425.44629
[166]	validation_0-mae:6060.31201	validation_1-mae:6423.82178
[167]	validation_0-mae:6057.61572	validation_1-mae:6422.13281
[168]	validation_0-mae:6052.45312	validation_1-mae:6420.28711
[169]	validation_0-mae:6047.73926	validation_1-mae:6418.51172
[170]	validation_0-mae:6045.80615	validation_1-mae:6417.84228
[171]	validation_0-mae:6041.22510	validation_1-mae:6418.64697
[172]	validation_0-mae:6039.63965	validation_1-mae:6418.47656
[173]	validation_0-mae:6036.31836	validation_1-mae:6417.68555
[174]	validation_0-mae:6032.70410	validation_1-mae:6415.95020
[175]	validation_0-mae:6029.19238	validation_1-mae:6414.69043
[176]	validation_0-mae:6025.88672	validation_1-mae:6413.60889
[177]	validation_0-mae:6023.56934	validation_1-mae:6412.17041
[178]	validation_0-mae:6021.21582	validation_1-mae:6411.04443
[179]	validation_0-mae:6018.04834	validation_1-mae:6409.41357
[180]	validation_0-mae:6015.53857	validation_1-mae:6407.62207
[181]	validation_0-mae:6015.06055	validation_1-mae:6407.47852
[182]	validation_0-mae:6008.23633	validation_1-mae:6404.28516
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[1492]	validation_0-mae:4131.79590	validation_1-mae:5985.64795
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[1494]	validation_0-mae:4129.86377	validation_1-mae:5984.83691
[1495]	validation_0-mae:4128.88965	validation_1-mae:5984.83643
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[1497]	validation_0-mae:4127.07861	validation_1-mae:5984.60254
[1498]	validation_0-mae:4126.63232	validation_1-mae:5984.84619
[1499]	validation_0-mae:4126.05322	validation_1-mae:5984.64307
[1500]	validation_0-mae:4125.28272	validation_1-mae:5984.65478
[1501]	validation_0-mae:4125.02930	validation_1-mae:5984.78272
[1502]	validation_0-mae:4124.19385	validation_1-mae:5984.54932
[1503]	validation_0-mae:4123.79883	validation_1-mae:5984.32227
[1504]	validation_0-mae:4123.49561	validation_1-mae:5984.25977
[1505]	validation_0-mae:4122.13086	validation_1-mae:5984.65869
[1506]	validation_0-mae:4120.92480	validation_1-mae:5984.46973
[1507]	validation_0-mae:4120.02002	validation_1-mae:5984.36621
[1508]	validation_0-mae:4119.34961	validation_1-mae:5984.23096
[1509]	validation_0-mae:4118.75098	validation_1-mae:5984.40772
[1510]	validation_0-mae:4117.88672	validation_1-mae:5984.74268
[1511]	validation_0-mae:4117.64844	validation_1-mae:5984.74609
[1512]	validation_0-mae:4116.46631	validation_1-mae:5984.47363
[1513]	validation_0-mae:4115.19727	validation_1-mae:5984.74902
[1514]	validation_0-mae:4114.30518	validation_1-mae:5984.56836
[1515]	validation_0-mae:4113.70361	validation_1-mae:5984.74268
[1516]	validation_0-mae:4112.48242	validation_1-mae:5985.47168
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[1518]	validation_0-mae:4110.81445	validation_1-mae:5985.00000
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[1521]	validation_0-mae:4108.44434	validation_1-mae:5985.57568
[1522]	validation_0-mae:4108.29736	validation_1-mae:5985.78418
[1523]	validation_0-mae:4107.71191	validation_1-mae:5985.79248
[1524]	validation_0-mae:4106.73145	validation_1-mae:5986.11670
[1525]	validation_0-mae:4105.22070	validation_1-mae:5986.58496
[1526]	validation_0-mae:4104.57422	validation_1-mae:5986.73584
[1527]	validation_0-mae:4103.73193	validation_1-mae:5987.02490
[1528]	validation_0-mae:4102.98291	validation_1-mae:5986.88721
[1529]	validation_0-mae:4101.82666	validation_1-mae:5986.54688
[1530]	validation_0-mae:4101.00147	validation_1-mae:5986.56152
[1531]	validation_0-mae:4100.25635	validation_1-mae:5986.61084
[1532]	validation_0-mae:4099.55420	validation_1-mae:5986.62744
[1533]	validation_0-mae:4098.38525	validation_1-mae:5986.20459
[1534]	validation_0-mae:4097.08350	validation_1-mae:5986.59424
[1535]	validation_0-mae:4096.31592	validation_1-mae:5986.47217
[1536]	validation_0-mae:4095.84546	validation_1-mae:5986.29785
[1537]	validation_0-mae:4094.57080	validation_1-mae:5985.93603
[1538]	validation_0-mae:4094.19092	validation_1-mae:5985.93018
[1539]	validation_0-mae:4093.87915	validation_1-mae:5985.87744
[1540]	validation_0-mae:4092.75171	validation_1-mae:5986.00928
[1541]	validation_0-mae:4091.95532	validation_1-mae:5986.26953
[1542]	validation_0-mae:4091.49707	validation_1-mae:5986.23828
[1543]	validation_0-mae:4090.64429	validation_1-mae:5986.15478
[1544]	validation_0-mae:4089.71899	validation_1-mae:5985.87939
[1545]	validation_0-mae:4088.54370	validation_1-mae:5985.86133
[1546]	validation_0-mae:4087.92163	validation_1-mae:5986.37891
[1547]	validation_0-mae:4087.18896	validation_1-mae:5987.03564
[1548]	validation_0-mae:4087.11353	validation_1-mae:5987.01465
[1549]	validation_0-mae:4086.75708	validation_1-mae:5986.90674
[1550]	validation_0-mae:4086.73584	validation_1-mae:5986.95410
[1551]	validation_0-mae:4086.38159	validation_1-mae:5986.91553
[1552]	validation_0-mae:4084.49561	validation_1-mae:5986.60498
[1553]	validation_0-mae:4083.60913	validation_1-mae:5986.60645
[1554]	validation_0-mae:4082.44751	validation_1-mae:5986.13672
[1555]	validation_0-mae:4081.30518	validation_1-mae:5985.86670
[1556]	validation_0-mae:4080.32422	validation_1-mae:5986.00000
[1557]	validation_0-mae:4079.80054	validation_1-mae:5985.83691
[1558]	validation_0-mae:4078.96338	validation_1-mae:5985.93603
[1559]	validation_0-mae:4078.12817	validation_1-mae:5986.08984
[1560]	validation_0-mae:4077.08911	validation_1-mae:5986.62500
[1561]	validation_0-mae:4075.81641	validation_1-mae:5986.73584
[1562]	validation_0-mae:4075.04785	validation_1-mae:5986.85498
[1563]	validation_0-mae:4073.94531	validation_1-mae:5986.94873
[1564]	validation_0-mae:4072.75195	validation_1-mae:5986.69727
[1565]	validation_0-mae:4071.47021	validation_1-mae:5987.35400
[1566]	validation_0-mae:4069.95581	validation_1-mae:5987.89404
[1567]	validation_0-mae:4069.15918	validation_1-mae:5988.11084
[1568]	validation_0-mae:4068.03320	validation_1-mae:5988.24512
[1569]	validation_0-mae:4067.31763	validation_1-mae:5987.90332
[1570]	validation_0-mae:4067.00635	validation_1-mae:5987.70557
[1571]	validation_0-mae:4066.45288	validation_1-mae:5987.63379
[1572]	validation_0-mae:4065.42236	validation_1-mae:5987.19580
[1573]	validation_0-mae:4064.78931	validation_1-mae:5987.31934
[1574]	validation_0-mae:4063.39624	validation_1-mae:5987.55615
[1575]	validation_0-mae:4062.14209	validation_1-mae:5987.32764
[1576]	validation_0-mae:4061.52026	validation_1-mae:5987.28857
[1577]	validation_0-mae:4060.93140	validation_1-mae:5987.50244
[1578]	validation_0-mae:4060.42456	validation_1-mae:5987.65283
[1579]	validation_0-mae:4059.62573	validation_1-mae:5987.75342
[1580]	validation_0-mae:4058.60010	validation_1-mae:5987.86865
[1581]	validation_0-mae:4057.66333	validation_1-mae:5987.61133
[1582]	validation_0-mae:4056.88330	validation_1-mae:5987.68311
[1583]	validation_0-mae:4056.28174	validation_1-mae:5987.92334
[1584]	validation_0-mae:4055.38135	validation_1-mae:5987.58301
[1585]	validation_0-mae:4054.05371	validation_1-mae:5987.01562
[1586]	validation_0-mae:4053.04785	validation_1-mae:5986.85498
[1587]	validation_0-mae:4052.46997	validation_1-mae:5986.93408
[1588]	validation_0-mae:4051.91748	validation_1-mae:5987.04785
[1589]	validation_0-mae:4051.35938	validation_1-mae:5986.95312
[1590]	validation_0-mae:4050.36084	validation_1-mae:5987.58398
[1591]	validation_0-mae:4048.70532	validation_1-mae:5987.44385
[1592]	validation_0-mae:4047.26465	validation_1-mae:5987.43750
[1593]	validation_0-mae:4045.91797	validation_1-mae:5987.91113
[1594]	validation_0-mae:4044.74414	validation_1-mae:5987.82080
[1595]	validation_0-mae:4044.03271	validation_1-mae:5987.89014
[1596]	validation_0-mae:4043.04834	validation_1-mae:5987.90234
[1597]	validation_0-mae:4042.39941	validation_1-mae:5988.29053
[1598]	validation_0-mae:4041.53149	validation_1-mae:5988.83838
[1599]	validation_0-mae:4040.15820	validation_1-mae:5988.63867
[1600]	validation_0-mae:4038.67261	validation_1-mae:5988.93311
[1601]	validation_0-mae:4038.25952	validation_1-mae:5988.74805
[1602]	validation_0-mae:4037.12695	validation_1-mae:5988.98242
[1603]	validation_0-mae:4036.59009	validation_1-mae:5989.34863
[1604]	validation_0-mae:4035.56299	validation_1-mae:5989.47363
[1605]	validation_0-mae:4034.71997	validation_1-mae:5990.00781
[1606]	validation_0-mae:4034.04419	validation_1-mae:5989.89502
[1607]	validation_0-mae:4032.58740	validation_1-mae:5989.71338
[1608]	validation_0-mae:4031.20117	validation_1-mae:5989.80078
[1609]	validation_0-mae:4030.63379	validation_1-mae:5989.81201
[1610]	validation_0-mae:4030.11597	validation_1-mae:5989.86572
[1611]	validation_0-mae:4029.30615	validation_1-mae:5989.51904
[1612]	validation_0-mae:4028.21533	validation_1-mae:5989.79883
[1613]	validation_0-mae:4026.97803	validation_1-mae:5989.46143
[1614]	validation_0-mae:4025.69995	validation_1-mae:5989.51855
[1615]	validation_0-mae:4024.60620	validation_1-mae:5988.99316
[1616]	validation_0-mae:4023.69336	validation_1-mae:5988.97705
[1617]	validation_0-mae:4023.17212	validation_1-mae:5989.17285
[1618]	validation_0-mae:4022.00537	validation_1-mae:5988.52783
[1619]	validation_0-mae:4021.06836	validation_1-mae:5988.44189
[1620]	validation_0-mae:4020.67310	validation_1-mae:5988.42529
[1621]	validation_0-mae:4019.95386	validation_1-mae:5988.64111
[1622]	validation_0-mae:4018.72656	validation_1-mae:5988.38184
[1623]	validation_0-mae:4018.19800	validation_1-mae:5988.41553
[1624]	validation_0-mae:4018.18481	validation_1-mae:5988.42285
[1625]	validation_0-mae:4017.76538	validation_1-mae:5988.25488
[1626]	validation_0-mae:4016.66211	validation_1-mae:5987.73438
[1627]	validation_0-mae:4016.11548	validation_1-mae:5987.62500
[1628]	validation_0-mae:4015.53198	validation_1-mae:5988.11475
[1629]	validation_0-mae:4014.02441	validation_1-mae:5987.82666
[1630]	validation_0-mae:4012.96460	validation_1-mae:5987.61572
[1631]	validation_0-mae:4012.68677	validation_1-mae:5987.30029
[1632]	validation_0-mae:4011.47412	validation_1-mae:5987.50098
[1633]	validation_0-mae:4010.64356	validation_1-mae:5987.83203
[1634]	validation_0-mae:4009.92139	validation_1-mae:5987.99707
[1635]	validation_0-mae:4008.35889	validation_1-mae:5987.64551
[1636]	validation_0-mae:4007.71216	validation_1-mae:5987.45068
[1637]	validation_0-mae:4007.32568	validation_1-mae:5987.30762
[1638]	validation_0-mae:4006.33423	validation_1-mae:5987.11475
[1639]	validation_0-mae:4005.29150	validation_1-mae:5987.27637
[1640]	validation_0-mae:4004.33936	validation_1-mae:5987.48242
[1641]	validation_0-mae:4003.73486	validation_1-mae:5986.97461
[1642]	validation_0-mae:4003.04126	validation_1-mae:5987.11523
[1643]	validation_0-mae:4002.36645	validation_1-mae:5986.93652
[1644]	validation_0-mae:4001.61987	validation_1-mae:5987.08203
[1645]	validation_0-mae:4000.91235	validation_1-mae:5987.22314
[1646]	validation_0-mae:4000.05054	validation_1-mae:5987.65527
[1647]	validation_0-mae:3999.47046	validation_1-mae:5987.31836
[1648]	validation_0-mae:3998.86694	validation_1-mae:5987.01221
[1649]	validation_0-mae:3998.31934	validation_1-mae:5987.35547
[1650]	validation_0-mae:3997.55933	validation_1-mae:5987.58008
[1651]	validation_0-mae:3996.65479	validation_1-mae:5988.12695
[1652]	validation_0-mae:3995.35327	validation_1-mae:5988.01367
[1653]	validation_0-mae:3994.80151	validation_1-mae:5988.22559
[1654]	validation_0-mae:3994.02002	validation_1-mae:5988.09912
[1655]	validation_0-mae:3993.71997	validation_1-mae:5988.06738
[1656]	validation_0-mae:3993.42236	validation_1-mae:5988.29248
[1657]	validation_0-mae:3992.71265	validation_1-mae:5988.48779
[1658]	validation_0-mae:3992.50171	validation_1-mae:5988.75684
[1659]	validation_0-mae:3990.91919	validation_1-mae:5989.52295
[1660]	validation_0-mae:3990.53174	validation_1-mae:5989.53906
[1661]	validation_0-mae:3989.61670	validation_1-mae:5989.01855
[1662]	validation_0-mae:3988.39819	validation_1-mae:5989.45752
[1663]	validation_0-mae:3987.88013	validation_1-mae:5989.26025
[1664]	validation_0-mae:3987.07300	validation_1-mae:5989.39844
[1665]	validation_0-mae:3986.75659	validation_1-mae:5989.58496
[1666]	validation_0-mae:3985.60986	validation_1-mae:5989.58447
[1667]	validation_0-mae:3984.86987	validation_1-mae:5989.72852
[1668]	validation_0-mae:3984.20142	validation_1-mae:5990.07178
[1669]	validation_0-mae:3983.67554	validation_1-mae:5989.92041
[1670]	validation_0-mae:3982.70972	validation_1-mae:5990.07178
[1671]	validation_0-mae:3982.32446	validation_1-mae:5990.22266
[1672]	validation_0-mae:3981.59082	validation_1-mae:5990.11328
[1673]	validation_0-mae:3980.02124	validation_1-mae:5989.92090
[1674]	validation_0-mae:3979.15723	validation_1-mae:5989.77490
[1675]	validation_0-mae:3977.72388	validation_1-mae:5989.70312
[1676]	validation_0-mae:3976.57007	validation_1-mae:5989.92041
[1677]	validation_0-mae:3975.53711	validation_1-mae:5989.82764
[1678]	validation_0-mae:3974.93359	validation_1-mae:5989.72266
[1679]	validation_0-mae:3973.71875	validation_1-mae:5989.95996
[1680]	validation_0-mae:3973.31543	validation_1-mae:5990.07617
[1681]	validation_0-mae:3972.34912	validation_1-mae:5989.75488
[1682]	validation_0-mae:3971.08960	validation_1-mae:5990.40527
[1683]	validation_0-mae:3970.54541	validation_1-mae:5990.24219
[1684]	validation_0-mae:3969.73853	validation_1-mae:5990.57324
[1685]	validation_0-mae:3969.22778	validation_1-mae:5990.57520
[1686]	validation_0-mae:3968.24707	validation_1-mae:5990.81543
[1687]	validation_0-mae:3967.10376	validation_1-mae:5990.60889
[1688]	validation_0-mae:3966.24194	validation_1-mae:5990.68262
[1689]	validation_0-mae:3965.14624	validation_1-mae:5990.48730
[1690]	validation_0-mae:3964.23682	validation_1-mae:5990.83496
[1691]	validation_0-mae:3963.86768	validation_1-mae:5990.99219
[1692]	validation_0-mae:3963.01733	validation_1-mae:5990.71533
[1693]	validation_0-mae:3962.20728	validation_1-mae:5990.81592
[1694]	validation_0-mae:3961.66284	validation_1-mae:5991.07324
[1695]	validation_0-mae:3961.62988	validation_1-mae:5991.09424
[1696]	validation_0-mae:3961.09180	validation_1-mae:5990.99561
[1697]	validation_0-mae:3960.38330	validation_1-mae:5991.11182
[1698]	validation_0-mae:3960.28223	validation_1-mae:5991.21045
[1699]	validation_0-mae:3959.80591	validation_1-mae:5991.24219
Dropping: octavi
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.22852
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.05859
[8]	validation_0-mae:13346.72363	validation_1-mae:13125.86914
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.09082
[10]	validation_0-mae:11563.51367	validation_1-mae:11349.96582
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.10644
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.61426
[13]	validation_0-mae:9819.97461	validation_1-mae:9627.01269
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.48047
[15]	validation_0-mae:9084.41894	validation_1-mae:8909.05273
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.64356
[17]	validation_0-mae:8567.56836	validation_1-mae:8413.21191
[18]	validation_0-mae:8374.73828	validation_1-mae:8225.03418
[19]	validation_0-mae:8211.97070	validation_1-mae:8072.09473
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[1565]	validation_0-mae:4063.86963	validation_1-mae:5987.82959
[1566]	validation_0-mae:4063.73560	validation_1-mae:5987.74756
[1567]	validation_0-mae:4063.01514	validation_1-mae:5987.51270
[1568]	validation_0-mae:4061.82153	validation_1-mae:5987.23047
[1569]	validation_0-mae:4061.61133	validation_1-mae:5987.16992
[1570]	validation_0-mae:4061.50488	validation_1-mae:5987.24561
[1571]	validation_0-mae:4060.94849	validation_1-mae:5987.31592
[1572]	validation_0-mae:4060.46240	validation_1-mae:5987.36768
[1573]	validation_0-mae:4059.50635	validation_1-mae:5987.41943
[1574]	validation_0-mae:4058.68091	validation_1-mae:5987.19531
[1575]	validation_0-mae:4058.16577	validation_1-mae:5987.24463
[1576]	validation_0-mae:4057.85132	validation_1-mae:5987.10596
[1577]	validation_0-mae:4057.43848	validation_1-mae:5987.13477
[1578]	validation_0-mae:4057.42114	validation_1-mae:5987.11475
[1579]	validation_0-mae:4057.06128	validation_1-mae:5987.07959
[1580]	validation_0-mae:4055.46240	validation_1-mae:5986.56445
[1581]	validation_0-mae:4054.49023	validation_1-mae:5986.74658
[1582]	validation_0-mae:4053.85230	validation_1-mae:5986.77930
[1583]	validation_0-mae:4052.82935	validation_1-mae:5986.97363
[1584]	validation_0-mae:4052.31421	validation_1-mae:5987.06543
[1585]	validation_0-mae:4051.56763	validation_1-mae:5987.11426
[1586]	validation_0-mae:4051.04126	validation_1-mae:5986.99268
[1587]	validation_0-mae:4050.57495	validation_1-mae:5987.07764
[1588]	validation_0-mae:4049.96777	validation_1-mae:5987.22461
[1589]	validation_0-mae:4049.43042	validation_1-mae:5987.21094
[1590]	validation_0-mae:4048.77490	validation_1-mae:5987.26074
[1591]	validation_0-mae:4047.97510	validation_1-mae:5986.90430
[1592]	validation_0-mae:4047.10522	validation_1-mae:5986.14844
[1593]	validation_0-mae:4046.80298	validation_1-mae:5986.12842
[1594]	validation_0-mae:4046.45752	validation_1-mae:5986.06689
[1595]	validation_0-mae:4045.82617	validation_1-mae:5985.64307
[1596]	validation_0-mae:4044.89697	validation_1-mae:5985.45752
[1597]	validation_0-mae:4043.29272	validation_1-mae:5984.88770
[1598]	validation_0-mae:4042.56226	validation_1-mae:5984.38965
[1599]	validation_0-mae:4041.75146	validation_1-mae:5984.32666
[1600]	validation_0-mae:4040.81812	validation_1-mae:5983.70898
[1601]	validation_0-mae:4040.05371	validation_1-mae:5983.56641
[1602]	validation_0-mae:4039.30591	validation_1-mae:5983.82080
[1603]	validation_0-mae:4037.87524	validation_1-mae:5983.28027
[1604]	validation_0-mae:4037.23047	validation_1-mae:5983.44482
[1605]	validation_0-mae:4036.41650	validation_1-mae:5983.30273
[1606]	validation_0-mae:4035.11035	validation_1-mae:5983.07031
[1607]	validation_0-mae:4034.38184	validation_1-mae:5983.30225
[1608]	validation_0-mae:4033.00903	validation_1-mae:5983.78027
[1609]	validation_0-mae:4031.62964	validation_1-mae:5983.38867
[1610]	validation_0-mae:4030.19824	validation_1-mae:5983.46484
[1611]	validation_0-mae:4029.54394	validation_1-mae:5983.34082
[1612]	validation_0-mae:4028.85693	validation_1-mae:5983.51123
[1613]	validation_0-mae:4027.65796	validation_1-mae:5984.15772
[1614]	validation_0-mae:4026.77100	validation_1-mae:5983.51807
[1615]	validation_0-mae:4026.42261	validation_1-mae:5983.27051
[1616]	validation_0-mae:4025.68774	validation_1-mae:5983.15478
[1617]	validation_0-mae:4024.80518	validation_1-mae:5983.08105
[1618]	validation_0-mae:4024.31909	validation_1-mae:5982.96191
[1619]	validation_0-mae:4023.63477	validation_1-mae:5983.24121
[1620]	validation_0-mae:4022.57153	validation_1-mae:5983.53564
[1621]	validation_0-mae:4022.10889	validation_1-mae:5983.45850
[1622]	validation_0-mae:4021.46924	validation_1-mae:5983.49805
[1623]	validation_0-mae:4021.06226	validation_1-mae:5983.49316
[1624]	validation_0-mae:4020.69751	validation_1-mae:5983.42236
[1625]	validation_0-mae:4019.61670	validation_1-mae:5983.25000
[1626]	validation_0-mae:4019.20044	validation_1-mae:5983.28369
[1627]	validation_0-mae:4018.87207	validation_1-mae:5983.41309
[1628]	validation_0-mae:4018.53760	validation_1-mae:5983.50147
[1629]	validation_0-mae:4018.31860	validation_1-mae:5983.38379
[1630]	validation_0-mae:4018.19629	validation_1-mae:5983.39111
[1631]	validation_0-mae:4017.64868	validation_1-mae:5983.42383
[1632]	validation_0-mae:4017.62476	validation_1-mae:5983.42822
[1633]	validation_0-mae:4016.64941	validation_1-mae:5983.20557
[1634]	validation_0-mae:4016.09741	validation_1-mae:5982.93408
[1635]	validation_0-mae:4015.63721	validation_1-mae:5982.79102
[1636]	validation_0-mae:4014.72437	validation_1-mae:5983.14355
[1637]	validation_0-mae:4014.06812	validation_1-mae:5982.90137
[1638]	validation_0-mae:4013.11035	validation_1-mae:5983.07520
[1639]	validation_0-mae:4012.49487	validation_1-mae:5982.67676
[1640]	validation_0-mae:4012.12354	validation_1-mae:5982.74023
[1641]	validation_0-mae:4011.07593	validation_1-mae:5983.01123
[1642]	validation_0-mae:4010.49634	validation_1-mae:5982.88623
[1643]	validation_0-mae:4009.51831	validation_1-mae:5982.53760
[1644]	validation_0-mae:4008.15259	validation_1-mae:5981.75537
[1645]	validation_0-mae:4007.04053	validation_1-mae:5981.25830
[1646]	validation_0-mae:4006.30347	validation_1-mae:5981.44678
[1647]	validation_0-mae:4005.12280	validation_1-mae:5982.23047
[1648]	validation_0-mae:4004.37231	validation_1-mae:5982.30811
[1649]	validation_0-mae:4003.14770	validation_1-mae:5982.41016
[1650]	validation_0-mae:4002.37183	validation_1-mae:5982.20557
[1651]	validation_0-mae:4001.59766	validation_1-mae:5982.03125
[1652]	validation_0-mae:4000.86060	validation_1-mae:5982.23633
[1653]	validation_0-mae:4000.27051	validation_1-mae:5982.28369
[1654]	validation_0-mae:3999.29565	validation_1-mae:5982.08691
[1655]	validation_0-mae:3997.76123	validation_1-mae:5981.19629
[1656]	validation_0-mae:3997.06079	validation_1-mae:5981.19482
[1657]	validation_0-mae:3996.78076	validation_1-mae:5981.39648
[1658]	validation_0-mae:3996.31274	validation_1-mae:5981.50537
[1659]	validation_0-mae:3995.71997	validation_1-mae:5981.40283
[1660]	validation_0-mae:3995.21411	validation_1-mae:5981.68262
[1661]	validation_0-mae:3994.56665	validation_1-mae:5981.74561
[1662]	validation_0-mae:3992.65186	validation_1-mae:5981.46387
[1663]	validation_0-mae:3992.12646	validation_1-mae:5981.69727
[1664]	validation_0-mae:3991.24487	validation_1-mae:5981.54053
[1665]	validation_0-mae:3990.60815	validation_1-mae:5981.42383
[1666]	validation_0-mae:3990.36475	validation_1-mae:5981.36328
[1667]	validation_0-mae:3989.76245	validation_1-mae:5981.76758
[1668]	validation_0-mae:3988.95044	validation_1-mae:5981.53760
[1669]	validation_0-mae:3988.15186	validation_1-mae:5981.44434
[1670]	validation_0-mae:3987.57519	validation_1-mae:5981.33643
[1671]	validation_0-mae:3985.97510	validation_1-mae:5981.24316
[1672]	validation_0-mae:3984.88110	validation_1-mae:5981.47559
[1673]	validation_0-mae:3984.15186	validation_1-mae:5981.49902
[1674]	validation_0-mae:3983.29883	validation_1-mae:5981.66504
[1675]	validation_0-mae:3982.53638	validation_1-mae:5981.12842
[1676]	validation_0-mae:3982.16919	validation_1-mae:5981.23096
[1677]	validation_0-mae:3981.93506	validation_1-mae:5981.36865
[1678]	validation_0-mae:3980.46436	validation_1-mae:5981.93701
[1679]	validation_0-mae:3979.79175	validation_1-mae:5981.87305
[1680]	validation_0-mae:3978.93408	validation_1-mae:5981.94336
[1681]	validation_0-mae:3977.63330	validation_1-mae:5981.54248
[1682]	validation_0-mae:3976.28345	validation_1-mae:5981.32275
[1683]	validation_0-mae:3975.78125	validation_1-mae:5981.07373
[1684]	validation_0-mae:3974.99927	validation_1-mae:5980.76709
[1685]	validation_0-mae:3974.38477	validation_1-mae:5980.83398
[1686]	validation_0-mae:3973.72070	validation_1-mae:5980.81445
[1687]	validation_0-mae:3973.47339	validation_1-mae:5980.89404
[1688]	validation_0-mae:3972.07300	validation_1-mae:5980.60352
[1689]	validation_0-mae:3971.69336	validation_1-mae:5980.55225
[1690]	validation_0-mae:3970.15869	validation_1-mae:5981.00781
[1691]	validation_0-mae:3969.16431	validation_1-mae:5980.63965
[1692]	validation_0-mae:3968.67114	validation_1-mae:5980.62939
[1693]	validation_0-mae:3967.74609	validation_1-mae:5980.34766
[1694]	validation_0-mae:3966.36450	validation_1-mae:5979.57959
[1695]	validation_0-mae:3964.75000	validation_1-mae:5980.07080
[1696]	validation_0-mae:3963.80981	validation_1-mae:5979.60254
[1697]	validation_0-mae:3963.00562	validation_1-mae:5979.35986
[1698]	validation_0-mae:3961.87646	validation_1-mae:5979.35156
[1699]	validation_0-mae:3961.04150	validation_1-mae:5979.38086
Dropping: fiest
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65234
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50049	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.55420
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.94775
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.47852
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.34668
[33]	validation_0-mae:7264.06689	validation_1-mae:7254.30518
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.34375
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.47119
[36]	validation_0-mae:7185.08740	validation_1-mae:7196.05566
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.62402
[38]	validation_0-mae:7142.17969	validation_1-mae:7164.12402
[39]	validation_0-mae:7120.81445	validation_1-mae:7146.94141
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.57227
[41]	validation_0-mae:7086.79443	validation_1-mae:7124.17676
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.43506
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.62891
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.57080
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.41211
[46]	validation_0-mae:6998.53857	validation_1-mae:7063.24023
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.47510
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.81397
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.39648
[50]	validation_0-mae:6920.67480	validation_1-mae:7005.98730
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.74658
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.80371
[53]	validation_0-mae:6871.32373	validation_1-mae:6968.04053
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.38525
[55]	validation_0-mae:6846.20459	validation_1-mae:6948.94434
[56]	validation_0-mae:6826.03076	validation_1-mae:6932.25147
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.67529
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.90234
[59]	validation_0-mae:6786.72754	validation_1-mae:6908.93897
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.40772
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.60693
[62]	validation_0-mae:6749.58740	validation_1-mae:6880.96973
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.49170
[64]	validation_0-mae:6721.70703	validation_1-mae:6858.04395
[65]	validation_0-mae:6710.04395	validation_1-mae:6849.33398
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.63184
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.91504
[68]	validation_0-mae:6675.47510	validation_1-mae:6821.46289
[69]	validation_0-mae:6670.55078	validation_1-mae:6818.13916
[70]	validation_0-mae:6656.58936	validation_1-mae:6808.98779
[71]	validation_0-mae:6645.05908	validation_1-mae:6800.32031
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.57812
[73]	validation_0-mae:6626.81543	validation_1-mae:6789.18994
[74]	validation_0-mae:6615.48486	validation_1-mae:6782.13232
[75]	validation_0-mae:6594.62647	validation_1-mae:6763.41309
[76]	validation_0-mae:6584.61572	validation_1-mae:6755.69141
[77]	validation_0-mae:6580.52246	validation_1-mae:6751.26514
[78]	validation_0-mae:6571.61914	validation_1-mae:6743.91602
[79]	validation_0-mae:6562.51611	validation_1-mae:6739.14111
[80]	validation_0-mae:6553.35889	validation_1-mae:6730.51758
[81]	validation_0-mae:6540.77051	validation_1-mae:6722.32471
[82]	validation_0-mae:6534.70850	validation_1-mae:6717.84668
[83]	validation_0-mae:6526.16943	validation_1-mae:6711.22266
[84]	validation_0-mae:6519.55664	validation_1-mae:6708.39551
[85]	validation_0-mae:6510.32275	validation_1-mae:6701.70361
[86]	validation_0-mae:6502.94092	validation_1-mae:6698.78027
[87]	validation_0-mae:6490.16992	validation_1-mae:6688.71240
[88]	validation_0-mae:6477.60596	validation_1-mae:6682.85596
[89]	validation_0-mae:6471.63135	validation_1-mae:6676.91895
[90]	validation_0-mae:6465.46338	validation_1-mae:6672.98193
[91]	validation_0-mae:6457.59522	validation_1-mae:6666.02344
[92]	validation_0-mae:6450.43164	validation_1-mae:6662.33105
[93]	validation_0-mae:6442.52686	validation_1-mae:6659.18603
[94]	validation_0-mae:6435.18066	validation_1-mae:6653.84228
[95]	validation_0-mae:6427.90039	validation_1-mae:6648.28418
[96]	validation_0-mae:6421.48535	validation_1-mae:6644.30029
[97]	validation_0-mae:6411.04785	validation_1-mae:6637.91211
[98]	validation_0-mae:6403.91064	validation_1-mae:6631.58301
[99]	validation_0-mae:6396.84228	validation_1-mae:6626.85596
[100]	validation_0-mae:6388.18603	validation_1-mae:6619.88770
[101]	validation_0-mae:6385.47559	validation_1-mae:6618.30518
[102]	validation_0-mae:6377.70654	validation_1-mae:6615.18018
[103]	validation_0-mae:6372.88721	validation_1-mae:6610.69531
[104]	validation_0-mae:6367.11963	validation_1-mae:6606.71680
[105]	validation_0-mae:6361.61133	validation_1-mae:6602.39355
[106]	validation_0-mae:6354.73535	validation_1-mae:6599.71924
[107]	validation_0-mae:6351.73486	validation_1-mae:6598.27197
[108]	validation_0-mae:6347.29199	validation_1-mae:6595.52246
[109]	validation_0-mae:6340.40186	validation_1-mae:6590.58350
[110]	validation_0-mae:6332.76660	validation_1-mae:6584.93994
[111]	validation_0-mae:6328.40234	validation_1-mae:6582.92578
[112]	validation_0-mae:6324.09619	validation_1-mae:6578.91797
[113]	validation_0-mae:6317.14746	validation_1-mae:6574.40869
[114]	validation_0-mae:6312.28076	validation_1-mae:6571.14697
[115]	validation_0-mae:6307.44629	validation_1-mae:6569.34522
[116]	validation_0-mae:6303.75098	validation_1-mae:6566.33887
[117]	validation_0-mae:6300.46240	validation_1-mae:6565.39014
[118]	validation_0-mae:6285.49316	validation_1-mae:6553.98779
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[1660]	validation_0-mae:3984.26685	validation_1-mae:5978.78857
[1661]	validation_0-mae:3983.98560	validation_1-mae:5978.80371
[1662]	validation_0-mae:3983.32690	validation_1-mae:5978.80029
[1663]	validation_0-mae:3982.18579	validation_1-mae:5978.70605
[1664]	validation_0-mae:3981.73047	validation_1-mae:5978.87207
[1665]	validation_0-mae:3981.09058	validation_1-mae:5978.62793
[1666]	validation_0-mae:3980.22290	validation_1-mae:5978.87842
[1667]	validation_0-mae:3979.40552	validation_1-mae:5979.03760
[1668]	validation_0-mae:3978.34863	validation_1-mae:5979.48438
[1669]	validation_0-mae:3977.41528	validation_1-mae:5979.99463
[1670]	validation_0-mae:3976.62549	validation_1-mae:5980.39746
[1671]	validation_0-mae:3975.95410	validation_1-mae:5980.73535
[1672]	validation_0-mae:3974.92749	validation_1-mae:5980.46094
[1673]	validation_0-mae:3974.20654	validation_1-mae:5980.35596
[1674]	validation_0-mae:3973.25610	validation_1-mae:5980.40478
[1675]	validation_0-mae:3972.56982	validation_1-mae:5980.12402
[1676]	validation_0-mae:3971.29102	validation_1-mae:5980.93555
[1677]	validation_0-mae:3970.73364	validation_1-mae:5980.99512
[1678]	validation_0-mae:3969.62354	validation_1-mae:5980.79932
[1679]	validation_0-mae:3968.61548	validation_1-mae:5981.51562
[1680]	validation_0-mae:3967.99609	validation_1-mae:5981.92480
[1681]	validation_0-mae:3966.62451	validation_1-mae:5980.96826
[1682]	validation_0-mae:3965.54590	validation_1-mae:5980.84375
[1683]	validation_0-mae:3964.55688	validation_1-mae:5981.50830
[1684]	validation_0-mae:3963.87427	validation_1-mae:5981.23926
[1685]	validation_0-mae:3963.34717	validation_1-mae:5981.56689
[1686]	validation_0-mae:3962.72021	validation_1-mae:5981.56103
[1687]	validation_0-mae:3961.94019	validation_1-mae:5981.53906
[1688]	validation_0-mae:3961.25342	validation_1-mae:5981.50586
[1689]	validation_0-mae:3960.58301	validation_1-mae:5981.38867
[1690]	validation_0-mae:3959.67969	validation_1-mae:5980.93311
[1691]	validation_0-mae:3959.06030	validation_1-mae:5981.37842
[1692]	validation_0-mae:3958.26953	validation_1-mae:5980.99561
[1693]	validation_0-mae:3957.31934	validation_1-mae:5980.95850
[1694]	validation_0-mae:3956.22192	validation_1-mae:5981.34424
[1695]	validation_0-mae:3955.49438	validation_1-mae:5981.01270
[1696]	validation_0-mae:3954.47461	validation_1-mae:5981.11084
[1697]	validation_0-mae:3953.66089	validation_1-mae:5981.08691
[1698]	validation_0-mae:3953.14404	validation_1-mae:5981.33154
[1699]	validation_0-mae:3952.40771	validation_1-mae:5981.30957
Dropping: diese
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50049	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.59912
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.96973
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.48438
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.01514
[33]	validation_0-mae:7264.06689	validation_1-mae:7253.97363
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.01221
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.13965
[36]	validation_0-mae:7185.08740	validation_1-mae:7195.72412
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.29199
[38]	validation_0-mae:7142.17969	validation_1-mae:7163.79248
[39]	validation_0-mae:7120.81445	validation_1-mae:7146.60986
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.24072
[41]	validation_0-mae:7086.79443	validation_1-mae:7123.84473
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.10352
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.29736
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.23926
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.08057
[46]	validation_0-mae:6998.53857	validation_1-mae:7062.90869
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.14307
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.48242
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.31006
[50]	validation_0-mae:6920.67480	validation_1-mae:7005.90088
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.65967
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.71728
[53]	validation_0-mae:6871.32373	validation_1-mae:6967.95361
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.29834
[55]	validation_0-mae:6846.20459	validation_1-mae:6948.85840
[56]	validation_0-mae:6826.03076	validation_1-mae:6932.16504
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.58838
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.81641
[59]	validation_0-mae:6786.72754	validation_1-mae:6908.85254
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.32129
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.52051
[62]	validation_0-mae:6749.58740	validation_1-mae:6880.88281
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.40527
[64]	validation_0-mae:6721.70703	validation_1-mae:6857.68311
[65]	validation_0-mae:6710.04395	validation_1-mae:6848.86719
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.16504
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.44824
[68]	validation_0-mae:6675.47510	validation_1-mae:6820.99561
[69]	validation_0-mae:6670.55078	validation_1-mae:6817.67285
[70]	validation_0-mae:6656.58936	validation_1-mae:6808.52148
[71]	validation_0-mae:6645.05908	validation_1-mae:6799.85352
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.11133
[73]	validation_0-mae:6626.81543	validation_1-mae:6788.72314
[74]	validation_0-mae:6615.48486	validation_1-mae:6781.66602
[75]	validation_0-mae:6594.62647	validation_1-mae:6762.94629
[76]	validation_0-mae:6584.61572	validation_1-mae:6755.22461
[77]	validation_0-mae:6580.52246	validation_1-mae:6750.79834
[78]	validation_0-mae:6571.61914	validation_1-mae:6743.44922
[79]	validation_0-mae:6562.51611	validation_1-mae:6738.67480
[80]	validation_0-mae:6553.35889	validation_1-mae:6730.05078
[81]	validation_0-mae:6540.77051	validation_1-mae:6721.85840
[82]	validation_0-mae:6534.70850	validation_1-mae:6717.38037
[83]	validation_0-mae:6526.16943	validation_1-mae:6710.75635
[84]	validation_0-mae:6519.55664	validation_1-mae:6707.92871
[85]	validation_0-mae:6510.32275	validation_1-mae:6701.23682
[86]	validation_0-mae:6502.94092	validation_1-mae:6698.31299
[87]	validation_0-mae:6490.16992	validation_1-mae:6688.24561
[88]	validation_0-mae:6477.60596	validation_1-mae:6682.38965
[89]	validation_0-mae:6471.63135	validation_1-mae:6676.45264
[90]	validation_0-mae:6465.46338	validation_1-mae:6672.62939
[91]	validation_0-mae:6457.59522	validation_1-mae:6665.67041
[92]	validation_0-mae:6450.43164	validation_1-mae:6662.21094
[93]	validation_0-mae:6442.52686	validation_1-mae:6659.06592
[94]	validation_0-mae:6435.18066	validation_1-mae:6653.72217
[95]	validation_0-mae:6427.90039	validation_1-mae:6648.16406
[96]	validation_0-mae:6421.48535	validation_1-mae:6644.18066
[97]	validation_0-mae:6411.04785	validation_1-mae:6637.79199
[98]	validation_0-mae:6403.91064	validation_1-mae:6631.46289
[99]	validation_0-mae:6396.84228	validation_1-mae:6626.73584
[100]	validation_0-mae:6388.18603	validation_1-mae:6619.76758
[101]	validation_0-mae:6385.47559	validation_1-mae:6618.18506
[102]	validation_0-mae:6377.70654	validation_1-mae:6615.06006
[103]	validation_0-mae:6372.88721	validation_1-mae:6610.57520
[104]	validation_0-mae:6367.11963	validation_1-mae:6606.59668
[105]	validation_0-mae:6361.61133	validation_1-mae:6602.27344
[106]	validation_0-mae:6354.73535	validation_1-mae:6599.59912
[107]	validation_0-mae:6351.73486	validation_1-mae:6598.15186
[108]	validation_0-mae:6347.29199	validation_1-mae:6595.40234
[109]	validation_0-mae:6340.40186	validation_1-mae:6590.46338
[110]	validation_0-mae:6332.76660	validation_1-mae:6584.81982
[111]	validation_0-mae:6328.40234	validation_1-mae:6582.80566
[112]	validation_0-mae:6324.09619	validation_1-mae:6578.79785
[113]	validation_0-mae:6317.14746	validation_1-mae:6574.28857
[114]	validation_0-mae:6312.28125	validation_1-mae:6571.02686
[115]	validation_0-mae:6307.44629	validation_1-mae:6569.22510
[116]	validation_0-mae:6303.75098	validation_1-mae:6566.21875
[117]	validation_0-mae:6300.46240	validation_1-mae:6565.22412
[118]	validation_0-mae:6285.49316	validation_1-mae:6553.82129
[119]	validation_0-mae:6280.44287	validation_1-mae:6552.82715
[120]	validation_0-mae:6275.94580	validation_1-mae:6550.88867
[121]	validation_0-mae:6269.61475	validation_1-mae:6547.35889
[122]	validation_0-mae:6265.71728	validation_1-mae:6545.73877
[123]	validation_0-mae:6260.69434	validation_1-mae:6541.82178
[124]	validation_0-mae:6255.40723	validation_1-mae:6537.40967
[125]	validation_0-mae:6252.21533	validation_1-mae:6534.92432
[126]	validation_0-mae:6248.73242	validation_1-mae:6532.52686
[127]	validation_0-mae:6245.21240	validation_1-mae:6531.30762
[128]	validation_0-mae:6239.31397	validation_1-mae:6527.96826
[129]	validation_0-mae:6230.73389	validation_1-mae:6521.53320
[130]	validation_0-mae:6222.81103	validation_1-mae:6517.40478
[131]	validation_0-mae:6215.81250	validation_1-mae:6512.16113
[132]	validation_0-mae:6208.52686	validation_1-mae:6505.40381
[133]	validation_0-mae:6207.25000	validation_1-mae:6504.86963
[134]	validation_0-mae:6200.48145	validation_1-mae:6501.22998
[135]	validation_0-mae:6196.98242	validation_1-mae:6500.33740
[136]	validation_0-mae:6191.95264	validation_1-mae:6496.11670
[137]	validation_0-mae:6185.63721	validation_1-mae:6491.90772
[138]	validation_0-mae:6179.22070	validation_1-mae:6486.88428
[139]	validation_0-mae:6174.90674	validation_1-mae:6485.45605
[140]	validation_0-mae:6170.86084	validation_1-mae:6483.14062
[141]	validation_0-mae:6167.00098	validation_1-mae:6480.32275
[142]	validation_0-mae:6162.78027	validation_1-mae:6479.54102
[143]	validation_0-mae:6159.03955	validation_1-mae:6478.09131
[144]	validation_0-mae:6156.55127	validation_1-mae:6476.71924
[145]	validation_0-mae:6154.79004	validation_1-mae:6475.50732
[146]	validation_0-mae:6150.08594	validation_1-mae:6473.05713
[147]	validation_0-mae:6145.03369	validation_1-mae:6471.34131
[148]	validation_0-mae:6141.25635	validation_1-mae:6470.03076
[149]	validation_0-mae:6133.24268	validation_1-mae:6463.95996
[150]	validation_0-mae:6129.84326	validation_1-mae:6462.36230
[151]	validation_0-mae:6125.86621	validation_1-mae:6460.05176
[152]	validation_0-mae:6117.30566	validation_1-mae:6453.08740
[153]	validation_0-mae:6111.80615	validation_1-mae:6449.86523
[154]	validation_0-mae:6105.25635	validation_1-mae:6448.50684
[155]	validation_0-mae:6100.87012	validation_1-mae:6445.24316
[156]	validation_0-mae:6095.81055	validation_1-mae:6442.71631
[157]	validation_0-mae:6094.80420	validation_1-mae:6441.59326
[158]	validation_0-mae:6091.64258	validation_1-mae:6440.71533
[159]	validation_0-mae:6086.85352	validation_1-mae:6436.78467
[160]	validation_0-mae:6079.98242	validation_1-mae:6431.35742
[161]	validation_0-mae:6076.78516	validation_1-mae:6429.79688
[162]	validation_0-mae:6073.68603	validation_1-mae:6428.84619
[163]	validation_0-mae:6069.70703	validation_1-mae:6426.23828
[164]	validation_0-mae:6066.64600	validation_1-mae:6424.63037
[165]	validation_0-mae:6063.58154	validation_1-mae:6424.90137
[166]	validation_0-mae:6060.31201	validation_1-mae:6423.27588
[167]	validation_0-mae:6057.61572	validation_1-mae:6421.61963
[168]	validation_0-mae:6052.45312	validation_1-mae:6419.77344
[169]	validation_0-mae:6047.73926	validation_1-mae:6417.99805
[170]	validation_0-mae:6045.80615	validation_1-mae:6417.32861
[171]	validation_0-mae:6041.22510	validation_1-mae:6418.09961
[172]	validation_0-mae:6039.63965	validation_1-mae:6417.92627
[173]	validation_0-mae:6036.31836	validation_1-mae:6417.13525
[174]	validation_0-mae:6032.70410	validation_1-mae:6415.40039
[175]	validation_0-mae:6029.19238	validation_1-mae:6414.14160
[176]	validation_0-mae:6025.88672	validation_1-mae:6413.06006
[177]	validation_0-mae:6023.56934	validation_1-mae:6411.62109
[178]	validation_0-mae:6021.21582	validation_1-mae:6410.49561
[179]	validation_0-mae:6018.04834	validation_1-mae:6408.80225
[180]	validation_0-mae:6015.53857	validation_1-mae:6407.01025
[181]	validation_0-mae:6015.06055	validation_1-mae:6406.86719
[182]	validation_0-mae:6008.23633	validation_1-mae:6403.51660
[183]	validation_0-mae:5999.70898	validation_1-mae:6398.53027
[184]	validation_0-mae:5996.48193	validation_1-mae:6397.36328
[185]	validation_0-mae:5991.63135	validation_1-mae:6395.40869
[186]	validation_0-mae:5989.04346	validation_1-mae:6395.57715
[187]	validation_0-mae:5984.61719	validation_1-mae:6392.95020
[188]	validation_0-mae:5980.36475	validation_1-mae:6391.15088
[189]	validation_0-mae:5975.98926	validation_1-mae:6388.04785
[190]	validation_0-mae:5969.76465	validation_1-mae:6384.97266
[191]	validation_0-mae:5966.18164	validation_1-mae:6383.37158
[192]	validation_0-mae:5963.09082	validation_1-mae:6382.81543
[193]	validation_0-mae:5960.63672	validation_1-mae:6382.18652
[194]	validation_0-mae:5959.54102	validation_1-mae:6381.56250
[195]	validation_0-mae:5956.40967	validation_1-mae:6381.12939
[196]	validation_0-mae:5953.78711	validation_1-mae:6379.14893
[197]	validation_0-mae:5951.14551	validation_1-mae:6377.57520
[198]	validation_0-mae:5948.77393	validation_1-mae:6376.22656
[199]	validation_0-mae:5944.65039	validation_1-mae:6375.16602
[200]	validation_0-mae:5942.31055	validation_1-mae:6374.19043
[201]	validation_0-mae:5939.12744	validation_1-mae:6373.25049
[202]	validation_0-mae:5935.48975	validation_1-mae:6372.68555
[203]	validation_0-mae:5933.61426	validation_1-mae:6371.99902
[204]	validation_0-mae:5927.83594	validation_1-mae:6370.08252
[205]	validation_0-mae:5922.65967	validation_1-mae:6369.04102
[206]	validation_0-mae:5918.70752	validation_1-mae:6366.46338
[207]	validation_0-mae:5912.37598	validation_1-mae:6361.32031
[208]	validation_0-mae:5910.04297	validation_1-mae:6360.74902
[209]	validation_0-mae:5909.07812	validation_1-mae:6360.51416
[210]	validation_0-mae:5906.16113	validation_1-mae:6360.00684
[211]	validation_0-mae:5900.21045	validation_1-mae:6357.35254
[212]	validation_0-mae:5896.07422	validation_1-mae:6355.73242
[213]	validation_0-mae:5894.13623	validation_1-mae:6355.51367
[214]	validation_0-mae:5891.35059	validation_1-mae:6354.56055
[215]	validation_0-mae:5886.97900	validation_1-mae:6351.64795
[216]	validation_0-mae:5883.60596	validation_1-mae:6351.53760
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[1503]	validation_0-mae:4108.78760	validation_1-mae:5995.43457
[1504]	validation_0-mae:4108.27002	validation_1-mae:5995.04541
[1505]	validation_0-mae:4106.97412	validation_1-mae:5994.43701
[1506]	validation_0-mae:4105.54248	validation_1-mae:5994.19189
[1507]	validation_0-mae:4104.91016	validation_1-mae:5994.12891
[1508]	validation_0-mae:4104.49219	validation_1-mae:5994.38086
[1509]	validation_0-mae:4103.48486	validation_1-mae:5994.30908
[1510]	validation_0-mae:4102.71826	validation_1-mae:5994.72559
[1511]	validation_0-mae:4102.05371	validation_1-mae:5994.66016
[1512]	validation_0-mae:4101.10498	validation_1-mae:5994.52539
[1513]	validation_0-mae:4100.36621	validation_1-mae:5994.60254
[1514]	validation_0-mae:4099.74609	validation_1-mae:5994.52588
[1515]	validation_0-mae:4099.01709	validation_1-mae:5994.87109
[1516]	validation_0-mae:4097.90381	validation_1-mae:5995.01562
[1517]	validation_0-mae:4096.91748	validation_1-mae:5994.99561
[1518]	validation_0-mae:4096.21094	validation_1-mae:5995.11377
[1519]	validation_0-mae:4095.40991	validation_1-mae:5995.36914
[1520]	validation_0-mae:4094.39795	validation_1-mae:5995.49512
[1521]	validation_0-mae:4093.77466	validation_1-mae:5995.31543
[1522]	validation_0-mae:4093.27368	validation_1-mae:5995.31689
[1523]	validation_0-mae:4092.82422	validation_1-mae:5995.45410
[1524]	validation_0-mae:4091.93164	validation_1-mae:5995.24902
[1525]	validation_0-mae:4091.03735	validation_1-mae:5995.06103
[1526]	validation_0-mae:4090.10278	validation_1-mae:5994.94873
[1527]	validation_0-mae:4089.30884	validation_1-mae:5994.78809
[1528]	validation_0-mae:4088.84106	validation_1-mae:5995.01758
[1529]	validation_0-mae:4087.97998	validation_1-mae:5994.69189
[1530]	validation_0-mae:4086.87378	validation_1-mae:5994.81982
[1531]	validation_0-mae:4086.58960	validation_1-mae:5994.82080
[1532]	validation_0-mae:4085.69922	validation_1-mae:5994.57422
[1533]	validation_0-mae:4084.99097	validation_1-mae:5994.53857
[1534]	validation_0-mae:4084.10986	validation_1-mae:5994.25781
[1535]	validation_0-mae:4083.13379	validation_1-mae:5994.18994
[1536]	validation_0-mae:4082.18311	validation_1-mae:5994.27783
[1537]	validation_0-mae:4081.61743	validation_1-mae:5993.91943
[1538]	validation_0-mae:4080.87695	validation_1-mae:5993.70215
[1539]	validation_0-mae:4080.23144	validation_1-mae:5993.98828
[1540]	validation_0-mae:4079.08032	validation_1-mae:5994.17090
[1541]	validation_0-mae:4078.21704	validation_1-mae:5994.34131
[1542]	validation_0-mae:4076.96753	validation_1-mae:5994.15772
[1543]	validation_0-mae:4076.07105	validation_1-mae:5993.63135
[1544]	validation_0-mae:4075.20581	validation_1-mae:5993.92725
[1545]	validation_0-mae:4074.63330	validation_1-mae:5994.14062
[1546]	validation_0-mae:4073.95801	validation_1-mae:5993.97607
[1547]	validation_0-mae:4073.65259	validation_1-mae:5994.17822
[1548]	validation_0-mae:4072.94458	validation_1-mae:5994.31641
[1549]	validation_0-mae:4072.30151	validation_1-mae:5994.44922
[1550]	validation_0-mae:4070.95776	validation_1-mae:5994.50342
[1551]	validation_0-mae:4069.94946	validation_1-mae:5994.56299
[1552]	validation_0-mae:4067.79346	validation_1-mae:5994.21143
[1553]	validation_0-mae:4067.21411	validation_1-mae:5994.46191
[1554]	validation_0-mae:4066.69067	validation_1-mae:5994.62158
[1555]	validation_0-mae:4066.13672	validation_1-mae:5994.43506
[1556]	validation_0-mae:4065.27002	validation_1-mae:5994.77148
[1557]	validation_0-mae:4064.50781	validation_1-mae:5994.54248
[1558]	validation_0-mae:4063.27246	validation_1-mae:5994.90918
[1559]	validation_0-mae:4062.43701	validation_1-mae:5995.16211
[1560]	validation_0-mae:4061.77026	validation_1-mae:5995.19922
[1561]	validation_0-mae:4061.21362	validation_1-mae:5995.06299
[1562]	validation_0-mae:4060.95801	validation_1-mae:5995.26318
[1563]	validation_0-mae:4060.34448	validation_1-mae:5995.12207
[1564]	validation_0-mae:4059.45996	validation_1-mae:5994.65576
[1565]	validation_0-mae:4058.90869	validation_1-mae:5994.92627
[1566]	validation_0-mae:4058.30029	validation_1-mae:5994.80713
[1567]	validation_0-mae:4057.70190	validation_1-mae:5994.85547
[1568]	validation_0-mae:4057.20923	validation_1-mae:5994.89990
[1569]	validation_0-mae:4056.70044	validation_1-mae:5994.91162
[1570]	validation_0-mae:4055.48242	validation_1-mae:5994.97803
[1571]	validation_0-mae:4054.70947	validation_1-mae:5994.94287
[1572]	validation_0-mae:4053.71802	validation_1-mae:5995.11670
[1573]	validation_0-mae:4053.21802	validation_1-mae:5995.14941
[1574]	validation_0-mae:4052.46729	validation_1-mae:5995.32031
[1575]	validation_0-mae:4052.12500	validation_1-mae:5995.32520
[1576]	validation_0-mae:4051.06836	validation_1-mae:5995.28467
[1577]	validation_0-mae:4049.92188	validation_1-mae:5995.27588
[1578]	validation_0-mae:4048.85986	validation_1-mae:5995.50244
[1579]	validation_0-mae:4047.51758	validation_1-mae:5996.09473
[1580]	validation_0-mae:4046.37744	validation_1-mae:5996.08594
[1581]	validation_0-mae:4045.66894	validation_1-mae:5996.25147
[1582]	validation_0-mae:4044.95044	validation_1-mae:5996.32178
[1583]	validation_0-mae:4043.90674	validation_1-mae:5996.70947
[1584]	validation_0-mae:4043.22290	validation_1-mae:5996.73584
[1585]	validation_0-mae:4042.26782	validation_1-mae:5996.17676
[1586]	validation_0-mae:4041.51978	validation_1-mae:5995.78369
[1587]	validation_0-mae:4040.50220	validation_1-mae:5995.50732
[1588]	validation_0-mae:4039.49438	validation_1-mae:5995.73779
[1589]	validation_0-mae:4038.06201	validation_1-mae:5995.47656
[1590]	validation_0-mae:4037.29443	validation_1-mae:5995.14551
[1591]	validation_0-mae:4036.44531	validation_1-mae:5995.19385
[1592]	validation_0-mae:4035.30615	validation_1-mae:5995.69971
[1593]	validation_0-mae:4034.25684	validation_1-mae:5995.82666
[1594]	validation_0-mae:4033.71582	validation_1-mae:5995.91016
[1595]	validation_0-mae:4033.05225	validation_1-mae:5995.97314
[1596]	validation_0-mae:4031.43774	validation_1-mae:5995.79053
[1597]	validation_0-mae:4030.31299	validation_1-mae:5996.21728
[1598]	validation_0-mae:4028.60864	validation_1-mae:5996.64746
[1599]	validation_0-mae:4027.28931	validation_1-mae:5996.48193
[1600]	validation_0-mae:4026.34521	validation_1-mae:5997.10693
[1601]	validation_0-mae:4024.64770	validation_1-mae:5997.41846
[1602]	validation_0-mae:4024.16724	validation_1-mae:5997.47949
[1603]	validation_0-mae:4023.62183	validation_1-mae:5997.52930
[1604]	validation_0-mae:4022.83154	validation_1-mae:5997.79688
[1605]	validation_0-mae:4021.19336	validation_1-mae:5996.75147
[1606]	validation_0-mae:4020.17822	validation_1-mae:5996.25879
[1607]	validation_0-mae:4019.02417	validation_1-mae:5996.54150
[1608]	validation_0-mae:4018.19605	validation_1-mae:5996.93359
[1609]	validation_0-mae:4017.05664	validation_1-mae:5997.24902
[1610]	validation_0-mae:4016.39795	validation_1-mae:5997.43115
[1611]	validation_0-mae:4016.09644	validation_1-mae:5997.53809
[1612]	validation_0-mae:4015.76147	validation_1-mae:5998.00293
[1613]	validation_0-mae:4014.73535	validation_1-mae:5997.84180
[1614]	validation_0-mae:4013.90259	validation_1-mae:5997.83594
[1615]	validation_0-mae:4012.92481	validation_1-mae:5997.41016
[1616]	validation_0-mae:4012.13574	validation_1-mae:5997.36426
[1617]	validation_0-mae:4011.33496	validation_1-mae:5997.12939
[1618]	validation_0-mae:4010.17407	validation_1-mae:5997.59766
[1619]	validation_0-mae:4009.34863	validation_1-mae:5997.84033
[1620]	validation_0-mae:4008.74121	validation_1-mae:5998.42432
[1621]	validation_0-mae:4007.69287	validation_1-mae:5998.19043
[1622]	validation_0-mae:4006.84741	validation_1-mae:5998.37842
[1623]	validation_0-mae:4006.13623	validation_1-mae:5998.79785
[1624]	validation_0-mae:4005.81860	validation_1-mae:5998.73633
[1625]	validation_0-mae:4005.20972	validation_1-mae:5998.86084
[1626]	validation_0-mae:4004.60815	validation_1-mae:5999.20312
[1627]	validation_0-mae:4004.20581	validation_1-mae:5999.24853
[1628]	validation_0-mae:4003.69165	validation_1-mae:5999.40869
[1629]	validation_0-mae:4003.36645	validation_1-mae:5999.40381
[1630]	validation_0-mae:4002.51758	validation_1-mae:5999.15039
[1631]	validation_0-mae:4001.59033	validation_1-mae:5999.01660
[1632]	validation_0-mae:4001.20630	validation_1-mae:5999.05518
[1633]	validation_0-mae:4000.43750	validation_1-mae:5999.04688
[1634]	validation_0-mae:3999.14356	validation_1-mae:5999.11426
[1635]	validation_0-mae:3998.31055	validation_1-mae:5999.37158
[1636]	validation_0-mae:3998.00708	validation_1-mae:5999.53516
[1637]	validation_0-mae:3996.58325	validation_1-mae:5999.51807
[1638]	validation_0-mae:3994.97314	validation_1-mae:5999.27588
[1639]	validation_0-mae:3993.90405	validation_1-mae:5999.59814
[1640]	validation_0-mae:3992.99927	validation_1-mae:5999.79346
[1641]	validation_0-mae:3992.47412	validation_1-mae:5999.68799
[1642]	validation_0-mae:3991.67456	validation_1-mae:5999.68994
[1643]	validation_0-mae:3991.29443	validation_1-mae:5999.75391
[1644]	validation_0-mae:3990.75586	validation_1-mae:5999.83594
[1645]	validation_0-mae:3990.38452	validation_1-mae:5999.86621
[1646]	validation_0-mae:3989.65991	validation_1-mae:6000.31982
[1647]	validation_0-mae:3989.33203	validation_1-mae:6000.48779
[1648]	validation_0-mae:3988.83789	validation_1-mae:6000.44385
[1649]	validation_0-mae:3988.72168	validation_1-mae:6000.44336
[1650]	validation_0-mae:3988.02368	validation_1-mae:6000.63379
[1651]	validation_0-mae:3987.47070	validation_1-mae:6000.57129
[1652]	validation_0-mae:3986.86865	validation_1-mae:6000.35303
[1653]	validation_0-mae:3986.00171	validation_1-mae:6000.23340
[1654]	validation_0-mae:3985.27148	validation_1-mae:6000.00049
[1655]	validation_0-mae:3984.27466	validation_1-mae:5999.89111
[1656]	validation_0-mae:3982.65039	validation_1-mae:6000.43994
[1657]	validation_0-mae:3981.76685	validation_1-mae:6000.13721
[1658]	validation_0-mae:3979.97021	validation_1-mae:6000.39258
[1659]	validation_0-mae:3979.05469	validation_1-mae:6000.15381
[1660]	validation_0-mae:3977.79175	validation_1-mae:6000.09814
[1661]	validation_0-mae:3975.88379	validation_1-mae:5999.83691
[1662]	validation_0-mae:3975.26758	validation_1-mae:6000.13135
[1663]	validation_0-mae:3974.64136	validation_1-mae:6000.22852
[1664]	validation_0-mae:3974.22217	validation_1-mae:6000.36523
[1665]	validation_0-mae:3972.92481	validation_1-mae:6000.33643
[1666]	validation_0-mae:3971.98755	validation_1-mae:6000.29541
[1667]	validation_0-mae:3971.10376	validation_1-mae:6000.83398
[1668]	validation_0-mae:3970.37207	validation_1-mae:6001.07031
[1669]	validation_0-mae:3970.07935	validation_1-mae:6001.07812
[1670]	validation_0-mae:3969.46045	validation_1-mae:6000.77832
[1671]	validation_0-mae:3968.68115	validation_1-mae:6000.86865
[1672]	validation_0-mae:3968.10718	validation_1-mae:6000.78223
[1673]	validation_0-mae:3967.22925	validation_1-mae:6000.87500
[1674]	validation_0-mae:3966.42822	validation_1-mae:6000.90137
[1675]	validation_0-mae:3966.28101	validation_1-mae:6000.84082
[1676]	validation_0-mae:3965.57788	validation_1-mae:6001.37012
[1677]	validation_0-mae:3965.50244	validation_1-mae:6001.28955
[1678]	validation_0-mae:3965.20410	validation_1-mae:6001.20605
[1679]	validation_0-mae:3964.15161	validation_1-mae:6001.65186
[1680]	validation_0-mae:3963.39770	validation_1-mae:6001.69971
[1681]	validation_0-mae:3963.01489	validation_1-mae:6001.67041
[1682]	validation_0-mae:3962.40771	validation_1-mae:6001.84473
[1683]	validation_0-mae:3961.79590	validation_1-mae:6001.71582
[1684]	validation_0-mae:3961.38501	validation_1-mae:6001.66992
[1685]	validation_0-mae:3960.40576	validation_1-mae:6001.97168
[1686]	validation_0-mae:3959.74902	validation_1-mae:6002.09277
[1687]	validation_0-mae:3959.22803	validation_1-mae:6002.69824
[1688]	validation_0-mae:3958.11572	validation_1-mae:6001.89307
[1689]	validation_0-mae:3957.52246	validation_1-mae:6001.86133
[1690]	validation_0-mae:3957.18018	validation_1-mae:6001.87500
[1691]	validation_0-mae:3956.71411	validation_1-mae:6001.72314
[1692]	validation_0-mae:3956.53540	validation_1-mae:6001.69336
[1693]	validation_0-mae:3955.82397	validation_1-mae:6001.73145
[1694]	validation_0-mae:3954.60938	validation_1-mae:6001.80713
[1695]	validation_0-mae:3953.42090	validation_1-mae:6001.58545
[1696]	validation_0-mae:3952.96313	validation_1-mae:6001.55811
[1697]	validation_0-mae:3951.97363	validation_1-mae:6001.60498
[1698]	validation_0-mae:3950.62769	validation_1-mae:6001.62988
[1699]	validation_0-mae:3949.79639	validation_1-mae:6001.01367
Dropping: province_noord-holland
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.62012
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.25879
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.45606
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.79785
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.37012
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.96094
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.52930
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.35059
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.41211
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.27588
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.35645
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.19629
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.07129
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.72461
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.40430
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.09570
[27]	validation_0-mae:7488.50000	validation_1-mae:7434.06494
[28]	validation_0-mae:7439.26465	validation_1-mae:7392.76758
[29]	validation_0-mae:7397.07129	validation_1-mae:7358.59717
[30]	validation_0-mae:7361.33447	validation_1-mae:7327.96777
[31]	validation_0-mae:7320.76904	validation_1-mae:7291.42920
[32]	validation_0-mae:7292.27344	validation_1-mae:7273.95947
[33]	validation_0-mae:7264.06689	validation_1-mae:7252.91797
[34]	validation_0-mae:7233.79004	validation_1-mae:7232.95654
[35]	validation_0-mae:7202.32031	validation_1-mae:7208.08398
[36]	validation_0-mae:7185.08740	validation_1-mae:7194.66846
[37]	validation_0-mae:7167.61963	validation_1-mae:7184.23633
[38]	validation_0-mae:7142.17969	validation_1-mae:7162.73730
[39]	validation_0-mae:7120.81445	validation_1-mae:7145.55420
[40]	validation_0-mae:7102.98682	validation_1-mae:7135.18506
[41]	validation_0-mae:7086.79443	validation_1-mae:7122.78906
[42]	validation_0-mae:7069.74609	validation_1-mae:7112.04834
[43]	validation_0-mae:7049.70898	validation_1-mae:7098.24170
[44]	validation_0-mae:7033.69287	validation_1-mae:7085.18359
[45]	validation_0-mae:7014.76465	validation_1-mae:7072.02490
[46]	validation_0-mae:6998.53857	validation_1-mae:7061.85303
[47]	validation_0-mae:6975.02393	validation_1-mae:7043.08740
[48]	validation_0-mae:6963.79541	validation_1-mae:7034.42676
[49]	validation_0-mae:6944.66797	validation_1-mae:7020.00928
[50]	validation_0-mae:6920.67480	validation_1-mae:7004.60010
[51]	validation_0-mae:6908.85303	validation_1-mae:6995.35889
[52]	validation_0-mae:6890.51709	validation_1-mae:6983.41650
[53]	validation_0-mae:6871.32324	validation_1-mae:6966.65283
[54]	validation_0-mae:6856.89600	validation_1-mae:6953.99756
[55]	validation_0-mae:6846.20410	validation_1-mae:6947.55762
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[1597]	validation_0-mae:4056.02686	validation_1-mae:5996.30811
[1598]	validation_0-mae:4054.98486	validation_1-mae:5996.48145
[1599]	validation_0-mae:4054.32324	validation_1-mae:5996.19141
[1600]	validation_0-mae:4053.61621	validation_1-mae:5995.90674
[1601]	validation_0-mae:4052.83154	validation_1-mae:5995.83691
[1602]	validation_0-mae:4051.76074	validation_1-mae:5996.09033
[1603]	validation_0-mae:4050.80908	validation_1-mae:5995.44727
[1604]	validation_0-mae:4050.17358	validation_1-mae:5995.43555
[1605]	validation_0-mae:4049.62646	validation_1-mae:5995.39062
[1606]	validation_0-mae:4048.74731	validation_1-mae:5995.47559
[1607]	validation_0-mae:4048.30054	validation_1-mae:5995.65478
[1608]	validation_0-mae:4047.74902	validation_1-mae:5995.70312
[1609]	validation_0-mae:4046.74756	validation_1-mae:5995.55469
[1610]	validation_0-mae:4046.13013	validation_1-mae:5995.57373
[1611]	validation_0-mae:4045.30078	validation_1-mae:5996.00537
[1612]	validation_0-mae:4045.21094	validation_1-mae:5995.97461
[1613]	validation_0-mae:4044.57959	validation_1-mae:5995.84082
[1614]	validation_0-mae:4043.83398	validation_1-mae:5995.79639
[1615]	validation_0-mae:4043.02295	validation_1-mae:5995.68359
[1616]	validation_0-mae:4042.31689	validation_1-mae:5995.50195
[1617]	validation_0-mae:4041.61304	validation_1-mae:5995.64111
[1618]	validation_0-mae:4040.71875	validation_1-mae:5996.11572
[1619]	validation_0-mae:4040.18701	validation_1-mae:5995.92334
[1620]	validation_0-mae:4039.98071	validation_1-mae:5995.92480
[1621]	validation_0-mae:4039.91333	validation_1-mae:5996.01855
[1622]	validation_0-mae:4039.09912	validation_1-mae:5996.18408
[1623]	validation_0-mae:4037.64307	validation_1-mae:5997.03027
[1624]	validation_0-mae:4036.76123	validation_1-mae:5996.87158
[1625]	validation_0-mae:4036.18359	validation_1-mae:5996.82275
[1626]	validation_0-mae:4035.65503	validation_1-mae:5996.80908
[1627]	validation_0-mae:4035.20215	validation_1-mae:5996.81152
[1628]	validation_0-mae:4033.97656	validation_1-mae:5997.09424
[1629]	validation_0-mae:4032.95190	validation_1-mae:5997.23389
[1630]	validation_0-mae:4032.58862	validation_1-mae:5997.03369
[1631]	validation_0-mae:4032.00269	validation_1-mae:5996.95850
[1632]	validation_0-mae:4031.81006	validation_1-mae:5996.97119
[1633]	validation_0-mae:4031.53955	validation_1-mae:5997.03613
[1634]	validation_0-mae:4029.11719	validation_1-mae:5996.33105
[1635]	validation_0-mae:4028.32446	validation_1-mae:5996.59473
[1636]	validation_0-mae:4027.91016	validation_1-mae:5996.56836
[1637]	validation_0-mae:4027.38379	validation_1-mae:5996.87647
[1638]	validation_0-mae:4026.23633	validation_1-mae:5997.17773
[1639]	validation_0-mae:4025.36621	validation_1-mae:5997.11182
[1640]	validation_0-mae:4024.42114	validation_1-mae:5997.21045
[1641]	validation_0-mae:4023.06787	validation_1-mae:5996.89453
[1642]	validation_0-mae:4022.49536	validation_1-mae:5997.09228
[1643]	validation_0-mae:4021.76196	validation_1-mae:5997.29297
[1644]	validation_0-mae:4020.78223	validation_1-mae:5997.50488
[1645]	validation_0-mae:4018.84302	validation_1-mae:5996.77100
[1646]	validation_0-mae:4018.18384	validation_1-mae:5997.21777
[1647]	validation_0-mae:4017.47656	validation_1-mae:5997.31787
[1648]	validation_0-mae:4016.54785	validation_1-mae:5997.35010
[1649]	validation_0-mae:4015.85547	validation_1-mae:5997.27832
[1650]	validation_0-mae:4015.08569	validation_1-mae:5996.96826
[1651]	validation_0-mae:4014.24927	validation_1-mae:5997.02539
[1652]	validation_0-mae:4013.63135	validation_1-mae:5997.22363
[1653]	validation_0-mae:4013.05322	validation_1-mae:5997.25879
[1654]	validation_0-mae:4012.10303	validation_1-mae:5997.07666
[1655]	validation_0-mae:4011.46045	validation_1-mae:5997.21680
[1656]	validation_0-mae:4010.55762	validation_1-mae:5997.28272
[1657]	validation_0-mae:4009.82886	validation_1-mae:5997.54639
[1658]	validation_0-mae:4009.35571	validation_1-mae:5997.45703
[1659]	validation_0-mae:4008.40039	validation_1-mae:5997.15625
[1660]	validation_0-mae:4007.64844	validation_1-mae:5997.19434
[1661]	validation_0-mae:4006.87720	validation_1-mae:5997.01953
[1662]	validation_0-mae:4006.40210	validation_1-mae:5997.19629
[1663]	validation_0-mae:4005.26269	validation_1-mae:5996.86035
[1664]	validation_0-mae:4004.43774	validation_1-mae:5996.92480
[1665]	validation_0-mae:4004.14746	validation_1-mae:5996.94336
[1666]	validation_0-mae:4003.62817	validation_1-mae:5997.05762
[1667]	validation_0-mae:4002.16797	validation_1-mae:5997.35352
[1668]	validation_0-mae:4001.62891	validation_1-mae:5997.44775
[1669]	validation_0-mae:4000.78394	validation_1-mae:5997.33545
[1670]	validation_0-mae:4000.17871	validation_1-mae:5997.63818
[1671]	validation_0-mae:3999.42358	validation_1-mae:5997.66357
[1672]	validation_0-mae:3999.01611	validation_1-mae:5997.76221
[1673]	validation_0-mae:3997.94824	validation_1-mae:5998.05664
[1674]	validation_0-mae:3997.49780	validation_1-mae:5998.36230
[1675]	validation_0-mae:3997.07983	validation_1-mae:5998.33545
[1676]	validation_0-mae:3996.74561	validation_1-mae:5998.25537
[1677]	validation_0-mae:3995.98608	validation_1-mae:5997.99609
[1678]	validation_0-mae:3995.18213	validation_1-mae:5997.82666
[1679]	validation_0-mae:3994.64429	validation_1-mae:5998.11230
[1680]	validation_0-mae:3993.41113	validation_1-mae:5997.46289
[1681]	validation_0-mae:3993.05225	validation_1-mae:5997.38721
[1682]	validation_0-mae:3992.72388	validation_1-mae:5997.33105
[1683]	validation_0-mae:3991.83911	validation_1-mae:5997.02490
[1684]	validation_0-mae:3990.45312	validation_1-mae:5996.78662
[1685]	validation_0-mae:3989.58350	validation_1-mae:5996.83936
[1686]	validation_0-mae:3988.50757	validation_1-mae:5996.55615
[1687]	validation_0-mae:3987.34814	validation_1-mae:5996.41309
[1688]	validation_0-mae:3986.27417	validation_1-mae:5996.58447
[1689]	validation_0-mae:3985.34204	validation_1-mae:5996.82910
[1690]	validation_0-mae:3984.35278	validation_1-mae:5997.28516
[1691]	validation_0-mae:3983.99097	validation_1-mae:5997.42822
[1692]	validation_0-mae:3983.32373	validation_1-mae:5997.40772
[1693]	validation_0-mae:3982.35742	validation_1-mae:5997.26123
[1694]	validation_0-mae:3982.31909	validation_1-mae:5997.35010
[1695]	validation_0-mae:3981.46924	validation_1-mae:5997.46875
[1696]	validation_0-mae:3980.87305	validation_1-mae:5997.70898
[1697]	validation_0-mae:3979.96436	validation_1-mae:5997.45752
[1698]	validation_0-mae:3978.36719	validation_1-mae:5997.48877
[1699]	validation_0-mae:3977.92725	validation_1-mae:5997.38135
Dropping: enzyna
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65234
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50049	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.59912
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.96973
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.48438
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.18701
[33]	validation_0-mae:7264.06689	validation_1-mae:7254.14551
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.18408
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.31201
[36]	validation_0-mae:7185.08740	validation_1-mae:7195.89600
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.46484
[38]	validation_0-mae:7142.17969	validation_1-mae:7163.96484
[39]	validation_0-mae:7120.81445	validation_1-mae:7146.78223
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.41309
[41]	validation_0-mae:7086.79443	validation_1-mae:7124.01758
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.27588
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.46924
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.41162
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.25244
[46]	validation_0-mae:6998.53857	validation_1-mae:7063.08057
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.31543
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.65430
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.48193
[50]	validation_0-mae:6920.67480	validation_1-mae:7006.07324
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.83154
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.88965
[53]	validation_0-mae:6871.32324	validation_1-mae:6968.12549
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.47070
[55]	validation_0-mae:6846.20459	validation_1-mae:6949.03027
[56]	validation_0-mae:6826.03076	validation_1-mae:6932.33740
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.76074
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.98828
[59]	validation_0-mae:6786.72754	validation_1-mae:6909.02490
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.49365
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.69287
[62]	validation_0-mae:6749.58740	validation_1-mae:6881.05518
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.57764
[64]	validation_0-mae:6721.70703	validation_1-mae:6858.12988
[65]	validation_0-mae:6710.04395	validation_1-mae:6849.31397
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.61182
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.89453
[68]	validation_0-mae:6675.47510	validation_1-mae:6821.44238
[69]	validation_0-mae:6670.55078	validation_1-mae:6818.11865
[70]	validation_0-mae:6656.58936	validation_1-mae:6808.96777
[71]	validation_0-mae:6645.05908	validation_1-mae:6800.29980
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.21582
[73]	validation_0-mae:6626.81543	validation_1-mae:6788.82764
[74]	validation_0-mae:6615.48486	validation_1-mae:6781.77051
[75]	validation_0-mae:6594.62647	validation_1-mae:6763.05078
[76]	validation_0-mae:6584.61572	validation_1-mae:6755.32959
[77]	validation_0-mae:6580.52246	validation_1-mae:6750.90283
[78]	validation_0-mae:6571.61914	validation_1-mae:6743.55371
[79]	validation_0-mae:6562.51611	validation_1-mae:6738.77930
[80]	validation_0-mae:6553.35889	validation_1-mae:6730.15527
[81]	validation_0-mae:6540.77051	validation_1-mae:6721.96289
[82]	validation_0-mae:6534.70850	validation_1-mae:6717.48486
[83]	validation_0-mae:6526.16943	validation_1-mae:6710.86084
[84]	validation_0-mae:6519.55664	validation_1-mae:6707.89941
[85]	validation_0-mae:6510.32275	validation_1-mae:6701.20752
[86]	validation_0-mae:6502.94092	validation_1-mae:6698.28369
[87]	validation_0-mae:6490.16992	validation_1-mae:6688.21631
[88]	validation_0-mae:6477.60596	validation_1-mae:6682.35986
[89]	validation_0-mae:6471.63135	validation_1-mae:6676.42285
[90]	validation_0-mae:6465.46338	validation_1-mae:6672.59961
[91]	validation_0-mae:6457.59522	validation_1-mae:6665.64111
[92]	validation_0-mae:6450.43164	validation_1-mae:6662.18164
[93]	validation_0-mae:6442.52686	validation_1-mae:6659.03613
[94]	validation_0-mae:6435.18066	validation_1-mae:6653.69287
[95]	validation_0-mae:6427.90039	validation_1-mae:6648.12012
[96]	validation_0-mae:6421.48535	validation_1-mae:6644.13623
[97]	validation_0-mae:6411.04785	validation_1-mae:6637.74805
[98]	validation_0-mae:6403.91064	validation_1-mae:6631.41943
[99]	validation_0-mae:6396.84228	validation_1-mae:6626.64209
[100]	validation_0-mae:6388.18603	validation_1-mae:6619.67334
[101]	validation_0-mae:6385.47559	validation_1-mae:6618.09082
[102]	validation_0-mae:6377.70654	validation_1-mae:6614.96533
[103]	validation_0-mae:6372.88721	validation_1-mae:6610.48047
[104]	validation_0-mae:6367.11963	validation_1-mae:6606.50195
[105]	validation_0-mae:6361.61133	validation_1-mae:6602.17871
[106]	validation_0-mae:6354.73535	validation_1-mae:6599.50439
[107]	validation_0-mae:6351.73486	validation_1-mae:6598.05713
[108]	validation_0-mae:6347.29199	validation_1-mae:6595.30762
[109]	validation_0-mae:6340.40186	validation_1-mae:6590.36914
[110]	validation_0-mae:6332.76660	validation_1-mae:6584.72510
[111]	validation_0-mae:6328.40234	validation_1-mae:6582.91357
[112]	validation_0-mae:6324.09668	validation_1-mae:6578.90381
[113]	validation_0-mae:6317.14746	validation_1-mae:6574.39600
[114]	validation_0-mae:6312.28125	validation_1-mae:6571.13232
[115]	validation_0-mae:6307.44629	validation_1-mae:6569.44336
[116]	validation_0-mae:6303.75098	validation_1-mae:6566.43652
[117]	validation_0-mae:6300.46240	validation_1-mae:6565.44775
[118]	validation_0-mae:6285.49316	validation_1-mae:6554.04541
[119]	validation_0-mae:6280.44287	validation_1-mae:6553.05176
[120]	validation_0-mae:6275.94580	validation_1-mae:6551.11719
[121]	validation_0-mae:6269.61475	validation_1-mae:6547.58643
[122]	validation_0-mae:6265.71728	validation_1-mae:6545.96533
[123]	validation_0-mae:6260.69434	validation_1-mae:6542.05127
[124]	validation_0-mae:6255.40723	validation_1-mae:6537.63770
[125]	validation_0-mae:6252.21533	validation_1-mae:6535.15088
[126]	validation_0-mae:6248.73242	validation_1-mae:6532.75439
[127]	validation_0-mae:6245.21240	validation_1-mae:6531.59424
[128]	validation_0-mae:6239.31397	validation_1-mae:6528.25439
[129]	validation_0-mae:6230.73389	validation_1-mae:6521.81934
[130]	validation_0-mae:6222.81103	validation_1-mae:6517.69092
[131]	validation_0-mae:6215.81250	validation_1-mae:6512.44727
[132]	validation_0-mae:6208.52686	validation_1-mae:6505.68994
[133]	validation_0-mae:6207.25000	validation_1-mae:6505.15576
[134]	validation_0-mae:6200.48145	validation_1-mae:6501.51660
[135]	validation_0-mae:6196.98242	validation_1-mae:6500.45459
[136]	validation_0-mae:6191.95264	validation_1-mae:6496.23438
[137]	validation_0-mae:6185.63721	validation_1-mae:6492.02441
[138]	validation_0-mae:6179.22070	validation_1-mae:6487.00147
[139]	validation_0-mae:6174.90674	validation_1-mae:6485.57275
[140]	validation_0-mae:6170.86084	validation_1-mae:6483.25732
[141]	validation_0-mae:6167.00098	validation_1-mae:6480.43994
[142]	validation_0-mae:6162.78027	validation_1-mae:6479.65772
[143]	validation_0-mae:6159.03955	validation_1-mae:6478.20898
[144]	validation_0-mae:6156.55127	validation_1-mae:6476.83643
[145]	validation_0-mae:6154.79004	validation_1-mae:6475.62402
[146]	validation_0-mae:6150.08594	validation_1-mae:6473.17383
[147]	validation_0-mae:6145.03369	validation_1-mae:6471.45850
[148]	validation_0-mae:6141.25635	validation_1-mae:6470.14795
[149]	validation_0-mae:6133.24268	validation_1-mae:6464.07715
[150]	validation_0-mae:6129.84326	validation_1-mae:6462.47949
[151]	validation_0-mae:6125.86621	validation_1-mae:6460.16895
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[1690]	validation_0-mae:3984.56250	validation_1-mae:5982.36914
[1691]	validation_0-mae:3983.66431	validation_1-mae:5982.02100
[1692]	validation_0-mae:3982.97632	validation_1-mae:5982.20508
[1693]	validation_0-mae:3981.81030	validation_1-mae:5982.67383
[1694]	validation_0-mae:3981.42407	validation_1-mae:5982.71143
[1695]	validation_0-mae:3980.48926	validation_1-mae:5982.97607
[1696]	validation_0-mae:3979.66284	validation_1-mae:5983.12305
[1697]	validation_0-mae:3978.37354	validation_1-mae:5983.30420
[1698]	validation_0-mae:3977.21582	validation_1-mae:5983.39990
[1699]	validation_0-mae:3976.24463	validation_1-mae:5983.53125
Dropping: klas
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50000	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.59912
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.96973
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.48438
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.18701
[33]	validation_0-mae:7264.06689	validation_1-mae:7254.14551
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.18408
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.31201
[36]	validation_0-mae:7185.08740	validation_1-mae:7195.89600
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.46387
[38]	validation_0-mae:7142.17969	validation_1-mae:7163.96484
[39]	validation_0-mae:7120.81445	validation_1-mae:7146.78223
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.41309
[41]	validation_0-mae:7086.79443	validation_1-mae:7124.01709
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.27588
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.46924
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.41162
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.25244
[46]	validation_0-mae:6998.53857	validation_1-mae:7063.08057
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.31543
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.65430
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.23682
[50]	validation_0-mae:6920.67480	validation_1-mae:7005.82812
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.58643
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.64453
[53]	validation_0-mae:6871.32324	validation_1-mae:6967.88086
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.22559
[55]	validation_0-mae:6846.20459	validation_1-mae:6948.78516
[56]	validation_0-mae:6826.03027	validation_1-mae:6932.09228
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.51562
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.74316
[59]	validation_0-mae:6786.72754	validation_1-mae:6908.77978
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.24853
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.51465
[62]	validation_0-mae:6749.58691	validation_1-mae:6880.87744
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.39990
[64]	validation_0-mae:6721.70703	validation_1-mae:6857.95215
[65]	validation_0-mae:6710.04395	validation_1-mae:6849.13574
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.43408
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.71680
[68]	validation_0-mae:6675.47510	validation_1-mae:6821.26465
[69]	validation_0-mae:6670.55078	validation_1-mae:6817.94141
[70]	validation_0-mae:6656.58936	validation_1-mae:6808.79004
[71]	validation_0-mae:6645.05908	validation_1-mae:6800.12256
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.37988
[73]	validation_0-mae:6626.81543	validation_1-mae:6788.99170
[74]	validation_0-mae:6615.48486	validation_1-mae:6781.93408
[75]	validation_0-mae:6594.62647	validation_1-mae:6763.21484
[76]	validation_0-mae:6584.61572	validation_1-mae:6755.49316
[77]	validation_0-mae:6580.52246	validation_1-mae:6751.06689
[78]	validation_0-mae:6571.61914	validation_1-mae:6743.71777
[79]	validation_0-mae:6562.51611	validation_1-mae:6738.94385
[80]	validation_0-mae:6553.35889	validation_1-mae:6730.31934
[81]	validation_0-mae:6540.77051	validation_1-mae:6722.12647
[82]	validation_0-mae:6534.70850	validation_1-mae:6717.64844
[83]	validation_0-mae:6526.16943	validation_1-mae:6711.02490
[84]	validation_0-mae:6519.55664	validation_1-mae:6708.19727
[85]	validation_0-mae:6510.32275	validation_1-mae:6701.50586
[86]	validation_0-mae:6502.94092	validation_1-mae:6698.58203
[87]	validation_0-mae:6490.16992	validation_1-mae:6688.51416
[88]	validation_0-mae:6477.60596	validation_1-mae:6682.65820
[89]	validation_0-mae:6471.63135	validation_1-mae:6676.72119
[90]	validation_0-mae:6465.46338	validation_1-mae:6672.78369
[91]	validation_0-mae:6457.59522	validation_1-mae:6665.82568
[92]	validation_0-mae:6450.43164	validation_1-mae:6662.36621
[93]	validation_0-mae:6442.52686	validation_1-mae:6659.22022
[94]	validation_0-mae:6435.18066	validation_1-mae:6653.87744
[95]	validation_0-mae:6427.90039	validation_1-mae:6648.31885
[96]	validation_0-mae:6421.48535	validation_1-mae:6644.33496
[97]	validation_0-mae:6411.04785	validation_1-mae:6637.94678
[98]	validation_0-mae:6403.91064	validation_1-mae:6631.61816
[99]	validation_0-mae:6396.84228	validation_1-mae:6626.89111
[100]	validation_0-mae:6388.18603	validation_1-mae:6619.92285
[101]	validation_0-mae:6385.47559	validation_1-mae:6618.34033
[102]	validation_0-mae:6377.70654	validation_1-mae:6615.21436
[103]	validation_0-mae:6372.88721	validation_1-mae:6610.72998
[104]	validation_0-mae:6367.11963	validation_1-mae:6606.75195
[105]	validation_0-mae:6361.61133	validation_1-mae:6602.42822
[106]	validation_0-mae:6354.73535	validation_1-mae:6599.75439
[107]	validation_0-mae:6351.73486	validation_1-mae:6598.30664
[108]	validation_0-mae:6347.29199	validation_1-mae:6595.56787
[109]	validation_0-mae:6340.40186	validation_1-mae:6590.62939
[110]	validation_0-mae:6332.76660	validation_1-mae:6584.98535
[111]	validation_0-mae:6328.40234	validation_1-mae:6582.97119
[112]	validation_0-mae:6324.09619	validation_1-mae:6578.96338
[113]	validation_0-mae:6317.14746	validation_1-mae:6574.53906
[114]	validation_0-mae:6312.28076	validation_1-mae:6571.27734
[115]	validation_0-mae:6307.44629	validation_1-mae:6569.30566
[116]	validation_0-mae:6303.75098	validation_1-mae:6566.29883
[117]	validation_0-mae:6300.46240	validation_1-mae:6565.30420
[118]	validation_0-mae:6285.49316	validation_1-mae:6553.90186
[119]	validation_0-mae:6280.44287	validation_1-mae:6552.90772
[120]	validation_0-mae:6275.94531	validation_1-mae:6551.04785
[121]	validation_0-mae:6269.61475	validation_1-mae:6547.51758
[122]	validation_0-mae:6265.71728	validation_1-mae:6545.89795
[123]	validation_0-mae:6260.69434	validation_1-mae:6541.98096
[124]	validation_0-mae:6255.40723	validation_1-mae:6537.56934
[125]	validation_0-mae:6252.21533	validation_1-mae:6535.08350
[126]	validation_0-mae:6248.73242	validation_1-mae:6532.68555
[127]	validation_0-mae:6245.21240	validation_1-mae:6531.46680
[128]	validation_0-mae:6239.31397	validation_1-mae:6528.12744
[129]	validation_0-mae:6230.73389	validation_1-mae:6521.69189
[130]	validation_0-mae:6222.81103	validation_1-mae:6517.56348
[131]	validation_0-mae:6215.81250	validation_1-mae:6512.32031
[132]	validation_0-mae:6208.52686	validation_1-mae:6505.56299
[133]	validation_0-mae:6207.25000	validation_1-mae:6505.02832
[134]	validation_0-mae:6200.48145	validation_1-mae:6501.38916
[135]	validation_0-mae:6196.98242	validation_1-mae:6500.45703
[136]	validation_0-mae:6191.95264	validation_1-mae:6496.23633
[137]	validation_0-mae:6185.63721	validation_1-mae:6492.02734
[138]	validation_0-mae:6179.22070	validation_1-mae:6487.00391
[139]	validation_0-mae:6174.90674	validation_1-mae:6485.57568
[140]	validation_0-mae:6170.86084	validation_1-mae:6483.26025
[141]	validation_0-mae:6167.00098	validation_1-mae:6480.44238
[142]	validation_0-mae:6162.78027	validation_1-mae:6479.66064
[143]	validation_0-mae:6159.03955	validation_1-mae:6478.21094
[144]	validation_0-mae:6156.55127	validation_1-mae:6476.83887
[145]	validation_0-mae:6154.79004	validation_1-mae:6475.62647
[146]	validation_0-mae:6150.08594	validation_1-mae:6473.17676
[147]	validation_0-mae:6145.03369	validation_1-mae:6471.46094
[148]	validation_0-mae:6141.25635	validation_1-mae:6470.14990
[149]	validation_0-mae:6133.24219	validation_1-mae:6464.06982
[150]	validation_0-mae:6129.84326	validation_1-mae:6462.47266
[151]	validation_0-mae:6125.86572	validation_1-mae:6460.16064
[152]	validation_0-mae:6117.30566	validation_1-mae:6453.19580
[153]	validation_0-mae:6111.80615	validation_1-mae:6449.97070
[154]	validation_0-mae:6105.25635	validation_1-mae:6448.61279
[155]	validation_0-mae:6100.87012	validation_1-mae:6445.34961
[156]	validation_0-mae:6095.81055	validation_1-mae:6442.82227
[157]	validation_0-mae:6094.80420	validation_1-mae:6441.69873
[158]	validation_0-mae:6091.64258	validation_1-mae:6440.80078
[159]	validation_0-mae:6086.85352	validation_1-mae:6436.83838
[160]	validation_0-mae:6079.98242	validation_1-mae:6431.36572
[161]	validation_0-mae:6076.78516	validation_1-mae:6429.80469
[162]	validation_0-mae:6073.68603	validation_1-mae:6428.85303
[163]	validation_0-mae:6069.70703	validation_1-mae:6426.24219
[164]	validation_0-mae:6066.64600	validation_1-mae:6424.63428
[165]	validation_0-mae:6063.58154	validation_1-mae:6424.91846
[166]	validation_0-mae:6060.31201	validation_1-mae:6423.29395
[167]	validation_0-mae:6057.61572	validation_1-mae:6421.63672
[168]	validation_0-mae:6052.45312	validation_1-mae:6419.79053
[169]	validation_0-mae:6047.73926	validation_1-mae:6418.08740
[170]	validation_0-mae:6045.80615	validation_1-mae:6417.41846
[171]	validation_0-mae:6041.22510	validation_1-mae:6418.14160
[172]	validation_0-mae:6039.63965	validation_1-mae:6417.96826
[173]	validation_0-mae:6036.31836	validation_1-mae:6417.17725
[174]	validation_0-mae:6032.70410	validation_1-mae:6415.45166
[175]	validation_0-mae:6029.19189	validation_1-mae:6414.11230
[176]	validation_0-mae:6025.88672	validation_1-mae:6413.03076
[177]	validation_0-mae:6023.56934	validation_1-mae:6411.59228
[178]	validation_0-mae:6021.21582	validation_1-mae:6410.46631
[179]	validation_0-mae:6018.04834	validation_1-mae:6408.77295
[180]	validation_0-mae:6015.53857	validation_1-mae:6406.97998
[181]	validation_0-mae:6015.06055	validation_1-mae:6406.83643
[182]	validation_0-mae:6008.23633	validation_1-mae:6403.48926
[183]	validation_0-mae:5999.70898	validation_1-mae:6398.50391
[184]	validation_0-mae:5996.48193	validation_1-mae:6397.33740
[185]	validation_0-mae:5991.63135	validation_1-mae:6395.38428
[186]	validation_0-mae:5989.04346	validation_1-mae:6395.55322
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[191]	validation_0-mae:5966.18164	validation_1-mae:6383.43115
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[193]	validation_0-mae:5960.63672	validation_1-mae:6382.24463
[194]	validation_0-mae:5959.54102	validation_1-mae:6381.52734
[195]	validation_0-mae:5956.40967	validation_1-mae:6380.99219
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[202]	validation_0-mae:5935.48975	validation_1-mae:6372.63135
[203]	validation_0-mae:5933.61426	validation_1-mae:6371.94434
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[208]	validation_0-mae:5910.04297	validation_1-mae:6360.69141
[209]	validation_0-mae:5909.07812	validation_1-mae:6360.45996
[210]	validation_0-mae:5906.16113	validation_1-mae:6359.95068
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[218]	validation_0-mae:5878.79150	validation_1-mae:6349.05420
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[1533]	validation_0-mae:4106.46484	validation_1-mae:5996.56494
[1534]	validation_0-mae:4105.36914	validation_1-mae:5996.35840
[1535]	validation_0-mae:4104.17920	validation_1-mae:5995.68408
[1536]	validation_0-mae:4103.06152	validation_1-mae:5995.67822
[1537]	validation_0-mae:4102.70117	validation_1-mae:5995.71143
[1538]	validation_0-mae:4102.09228	validation_1-mae:5995.41357
[1539]	validation_0-mae:4101.69922	validation_1-mae:5995.19873
[1540]	validation_0-mae:4100.78320	validation_1-mae:5995.38525
[1541]	validation_0-mae:4100.09228	validation_1-mae:5995.14453
[1542]	validation_0-mae:4098.99463	validation_1-mae:5995.25928
[1543]	validation_0-mae:4098.23047	validation_1-mae:5995.55078
[1544]	validation_0-mae:4097.59424	validation_1-mae:5995.82227
[1545]	validation_0-mae:4096.95410	validation_1-mae:5995.70459
[1546]	validation_0-mae:4096.35254	validation_1-mae:5995.65772
[1547]	validation_0-mae:4095.60571	validation_1-mae:5996.08936
[1548]	validation_0-mae:4094.61108	validation_1-mae:5995.79346
[1549]	validation_0-mae:4093.10352	validation_1-mae:5995.49121
[1550]	validation_0-mae:4092.50855	validation_1-mae:5995.45703
[1551]	validation_0-mae:4091.88940	validation_1-mae:5995.68359
[1552]	validation_0-mae:4090.67578	validation_1-mae:5995.63184
[1553]	validation_0-mae:4089.86890	validation_1-mae:5995.69238
[1554]	validation_0-mae:4088.89014	validation_1-mae:5995.81055
[1555]	validation_0-mae:4088.40942	validation_1-mae:5995.80811
[1556]	validation_0-mae:4087.82446	validation_1-mae:5995.60742
[1557]	validation_0-mae:4087.51782	validation_1-mae:5995.56885
[1558]	validation_0-mae:4086.93848	validation_1-mae:5995.51025
[1559]	validation_0-mae:4085.94897	validation_1-mae:5995.33008
[1560]	validation_0-mae:4085.20508	validation_1-mae:5995.42236
[1561]	validation_0-mae:4084.58228	validation_1-mae:5995.38037
[1562]	validation_0-mae:4083.80176	validation_1-mae:5995.06689
[1563]	validation_0-mae:4081.69995	validation_1-mae:5993.84668
[1564]	validation_0-mae:4080.84912	validation_1-mae:5993.43994
[1565]	validation_0-mae:4080.02466	validation_1-mae:5993.80518
[1566]	validation_0-mae:4079.46729	validation_1-mae:5994.04150
[1567]	validation_0-mae:4078.79834	validation_1-mae:5993.86963
[1568]	validation_0-mae:4077.46460	validation_1-mae:5993.97266
[1569]	validation_0-mae:4076.25684	validation_1-mae:5993.82129
[1570]	validation_0-mae:4075.00757	validation_1-mae:5994.28760
[1571]	validation_0-mae:4073.00073	validation_1-mae:5993.75293
[1572]	validation_0-mae:4071.72070	validation_1-mae:5994.46387
[1573]	validation_0-mae:4070.29541	validation_1-mae:5994.70361
[1574]	validation_0-mae:4069.87964	validation_1-mae:5994.62988
[1575]	validation_0-mae:4068.34106	validation_1-mae:5994.55176
[1576]	validation_0-mae:4066.79541	validation_1-mae:5994.12109
[1577]	validation_0-mae:4065.90259	validation_1-mae:5994.16162
[1578]	validation_0-mae:4064.55347	validation_1-mae:5994.23633
[1579]	validation_0-mae:4063.57642	validation_1-mae:5994.07275
[1580]	validation_0-mae:4062.68164	validation_1-mae:5994.28711
[1581]	validation_0-mae:4062.10938	validation_1-mae:5994.31055
[1582]	validation_0-mae:4061.19238	validation_1-mae:5994.26221
[1583]	validation_0-mae:4060.19629	validation_1-mae:5993.91943
[1584]	validation_0-mae:4059.18042	validation_1-mae:5993.70947
[1585]	validation_0-mae:4058.89722	validation_1-mae:5993.94287
[1586]	validation_0-mae:4058.59570	validation_1-mae:5993.85059
[1587]	validation_0-mae:4057.95239	validation_1-mae:5993.79639
[1588]	validation_0-mae:4056.88159	validation_1-mae:5994.02100
[1589]	validation_0-mae:4056.05176	validation_1-mae:5994.06250
[1590]	validation_0-mae:4055.54175	validation_1-mae:5993.57520
[1591]	validation_0-mae:4054.82959	validation_1-mae:5993.32959
[1592]	validation_0-mae:4053.92578	validation_1-mae:5993.15186
[1593]	validation_0-mae:4053.20483	validation_1-mae:5993.24023
[1594]	validation_0-mae:4051.85156	validation_1-mae:5993.40137
[1595]	validation_0-mae:4051.71606	validation_1-mae:5993.42480
[1596]	validation_0-mae:4051.53809	validation_1-mae:5993.54443
[1597]	validation_0-mae:4050.94531	validation_1-mae:5993.57422
[1598]	validation_0-mae:4050.91480	validation_1-mae:5993.58545
[1599]	validation_0-mae:4050.15527	validation_1-mae:5993.16699
[1600]	validation_0-mae:4048.28931	validation_1-mae:5992.89355
[1601]	validation_0-mae:4047.49927	validation_1-mae:5993.09277
[1602]	validation_0-mae:4045.99707	validation_1-mae:5993.46094
[1603]	validation_0-mae:4044.65552	validation_1-mae:5993.25000
[1604]	validation_0-mae:4043.83423	validation_1-mae:5993.19238
[1605]	validation_0-mae:4043.51685	validation_1-mae:5993.06055
[1606]	validation_0-mae:4042.81152	validation_1-mae:5993.32520
[1607]	validation_0-mae:4042.38135	validation_1-mae:5993.51074
[1608]	validation_0-mae:4041.85889	validation_1-mae:5993.46631
[1609]	validation_0-mae:4041.25122	validation_1-mae:5993.40772
[1610]	validation_0-mae:4040.31226	validation_1-mae:5993.59961
[1611]	validation_0-mae:4039.71997	validation_1-mae:5993.31787
[1612]	validation_0-mae:4039.59351	validation_1-mae:5993.37939
[1613]	validation_0-mae:4039.46631	validation_1-mae:5993.39062
[1614]	validation_0-mae:4039.35767	validation_1-mae:5993.57910
[1615]	validation_0-mae:4038.56104	validation_1-mae:5993.47559
[1616]	validation_0-mae:4037.40723	validation_1-mae:5993.46387
[1617]	validation_0-mae:4036.67163	validation_1-mae:5993.61426
[1618]	validation_0-mae:4036.11157	validation_1-mae:5993.70947
[1619]	validation_0-mae:4035.63892	validation_1-mae:5993.99707
[1620]	validation_0-mae:4034.43628	validation_1-mae:5994.26074
[1621]	validation_0-mae:4034.00049	validation_1-mae:5994.31543
[1622]	validation_0-mae:4033.96191	validation_1-mae:5994.32275
[1623]	validation_0-mae:4033.49634	validation_1-mae:5994.39014
[1624]	validation_0-mae:4032.58252	validation_1-mae:5993.82471
[1625]	validation_0-mae:4032.54468	validation_1-mae:5993.81006
[1626]	validation_0-mae:4031.93237	validation_1-mae:5993.37891
[1627]	validation_0-mae:4031.25586	validation_1-mae:5993.42822
[1628]	validation_0-mae:4030.68921	validation_1-mae:5993.32031
[1629]	validation_0-mae:4029.47778	validation_1-mae:5993.37988
[1630]	validation_0-mae:4028.21777	validation_1-mae:5993.68994
[1631]	validation_0-mae:4027.40527	validation_1-mae:5993.24951
[1632]	validation_0-mae:4026.49780	validation_1-mae:5993.46240
[1633]	validation_0-mae:4025.26636	validation_1-mae:5993.73926
[1634]	validation_0-mae:4024.38843	validation_1-mae:5993.25488
[1635]	validation_0-mae:4023.21973	validation_1-mae:5993.64795
[1636]	validation_0-mae:4022.18506	validation_1-mae:5993.42188
[1637]	validation_0-mae:4021.31494	validation_1-mae:5993.67041
[1638]	validation_0-mae:4020.74365	validation_1-mae:5993.80713
[1639]	validation_0-mae:4019.98633	validation_1-mae:5993.38770
[1640]	validation_0-mae:4019.00269	validation_1-mae:5993.30908
[1641]	validation_0-mae:4018.45606	validation_1-mae:5993.36328
[1642]	validation_0-mae:4017.77466	validation_1-mae:5992.75879
[1643]	validation_0-mae:4016.88550	validation_1-mae:5992.60352
[1644]	validation_0-mae:4016.31128	validation_1-mae:5992.59277
[1645]	validation_0-mae:4015.37451	validation_1-mae:5992.33984
[1646]	validation_0-mae:4014.71851	validation_1-mae:5992.07373
[1647]	validation_0-mae:4013.75513	validation_1-mae:5992.01953
[1648]	validation_0-mae:4013.13647	validation_1-mae:5992.51270
[1649]	validation_0-mae:4012.77563	validation_1-mae:5992.53955
[1650]	validation_0-mae:4012.03149	validation_1-mae:5992.64697
[1651]	validation_0-mae:4011.21655	validation_1-mae:5993.06982
[1652]	validation_0-mae:4010.77417	validation_1-mae:5992.96973
[1653]	validation_0-mae:4009.94116	validation_1-mae:5992.72510
[1654]	validation_0-mae:4009.26782	validation_1-mae:5992.83789
[1655]	validation_0-mae:4008.85132	validation_1-mae:5992.87695
[1656]	validation_0-mae:4008.22070	validation_1-mae:5992.89160
[1657]	validation_0-mae:4007.70679	validation_1-mae:5993.09522
[1658]	validation_0-mae:4007.03076	validation_1-mae:5993.15234
[1659]	validation_0-mae:4006.72217	validation_1-mae:5993.21777
[1660]	validation_0-mae:4006.22437	validation_1-mae:5993.25195
[1661]	validation_0-mae:4004.99194	validation_1-mae:5993.96436
[1662]	validation_0-mae:4004.34033	validation_1-mae:5994.12695
[1663]	validation_0-mae:4002.96753	validation_1-mae:5993.51123
[1664]	validation_0-mae:4001.96606	validation_1-mae:5993.08203
[1665]	validation_0-mae:4001.94482	validation_1-mae:5993.04541
[1666]	validation_0-mae:4001.34644	validation_1-mae:5993.03125
[1667]	validation_0-mae:4000.80737	validation_1-mae:5993.03662
[1668]	validation_0-mae:4000.29688	validation_1-mae:5992.80371
[1669]	validation_0-mae:3999.87158	validation_1-mae:5992.87793
[1670]	validation_0-mae:3998.53760	validation_1-mae:5992.53857
[1671]	validation_0-mae:3997.26709	validation_1-mae:5992.18701
[1672]	validation_0-mae:3995.41894	validation_1-mae:5992.00537
[1673]	validation_0-mae:3994.16846	validation_1-mae:5991.92920
[1674]	validation_0-mae:3992.74536	validation_1-mae:5991.73389
[1675]	validation_0-mae:3992.00269	validation_1-mae:5991.42920
[1676]	validation_0-mae:3991.50708	validation_1-mae:5991.41504
[1677]	validation_0-mae:3990.62720	validation_1-mae:5990.99658
[1678]	validation_0-mae:3989.88355	validation_1-mae:5991.00684
[1679]	validation_0-mae:3989.34937	validation_1-mae:5990.83203
[1680]	validation_0-mae:3988.83643	validation_1-mae:5990.95654
[1681]	validation_0-mae:3988.57983	validation_1-mae:5990.93603
[1682]	validation_0-mae:3987.89624	validation_1-mae:5990.67334
[1683]	validation_0-mae:3987.67432	validation_1-mae:5990.71484
[1684]	validation_0-mae:3987.64038	validation_1-mae:5990.75879
[1685]	validation_0-mae:3987.56543	validation_1-mae:5990.79346
[1686]	validation_0-mae:3987.31226	validation_1-mae:5990.91943
[1687]	validation_0-mae:3987.23340	validation_1-mae:5990.96875
[1688]	validation_0-mae:3986.07178	validation_1-mae:5990.69385
[1689]	validation_0-mae:3985.16016	validation_1-mae:5991.04736
[1690]	validation_0-mae:3984.30151	validation_1-mae:5990.66895
[1691]	validation_0-mae:3982.13721	validation_1-mae:5990.73242
[1692]	validation_0-mae:3981.47339	validation_1-mae:5990.65381
[1693]	validation_0-mae:3980.34131	validation_1-mae:5990.16406
[1694]	validation_0-mae:3980.09937	validation_1-mae:5990.16602
[1695]	validation_0-mae:3979.51978	validation_1-mae:5990.54639
[1696]	validation_0-mae:3978.17310	validation_1-mae:5990.59473
[1697]	validation_0-mae:3977.04907	validation_1-mae:5990.28760
[1698]	validation_0-mae:3976.21704	validation_1-mae:5990.35156
[1699]	validation_0-mae:3974.93359	validation_1-mae:5989.94434
Dropping: drz
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50049	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.71387
[30]	validation_0-mae:7361.33447	validation_1-mae:7329.10693
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.63770
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.50635
[33]	validation_0-mae:7264.06689	validation_1-mae:7254.46436
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.50293
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.63086
[36]	validation_0-mae:7185.08740	validation_1-mae:7196.21484
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.78320
[38]	validation_0-mae:7142.17969	validation_1-mae:7164.28418
[39]	validation_0-mae:7120.81445	validation_1-mae:7147.10059
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.73193
[41]	validation_0-mae:7086.79443	validation_1-mae:7124.33643
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.59473
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.78809
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.73096
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.57129
[46]	validation_0-mae:6998.53857	validation_1-mae:7063.39941
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.63477
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.97363
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.80078
[50]	validation_0-mae:6920.67480	validation_1-mae:7006.39209
[51]	validation_0-mae:6908.85303	validation_1-mae:6997.15088
[52]	validation_0-mae:6890.51709	validation_1-mae:6985.20850
[53]	validation_0-mae:6871.32324	validation_1-mae:6968.44482
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.79004
[55]	validation_0-mae:6846.20459	validation_1-mae:6949.34912
[56]	validation_0-mae:6826.03027	validation_1-mae:6932.65625
[57]	validation_0-mae:6813.08398	validation_1-mae:6924.08008
[58]	validation_0-mae:6803.71582	validation_1-mae:6917.30713
[59]	validation_0-mae:6786.72754	validation_1-mae:6909.34375
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.81250
[61]	validation_0-mae:6760.41797	validation_1-mae:6888.01172
[62]	validation_0-mae:6749.58691	validation_1-mae:6881.37451
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.89648
[64]	validation_0-mae:6721.70703	validation_1-mae:6858.17480
[65]	validation_0-mae:6710.04395	validation_1-mae:6849.46484
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.76221
[67]	validation_0-mae:6686.05078	validation_1-mae:6830.04492
[68]	validation_0-mae:6675.47510	validation_1-mae:6821.59277
[69]	validation_0-mae:6670.55078	validation_1-mae:6818.26953
[70]	validation_0-mae:6656.58936	validation_1-mae:6809.11816
[71]	validation_0-mae:6645.05908	validation_1-mae:6800.45068
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.70801
[73]	validation_0-mae:6626.81543	validation_1-mae:6789.31982
[74]	validation_0-mae:6615.48486	validation_1-mae:6782.26318
[75]	validation_0-mae:6594.62647	validation_1-mae:6763.54346
[76]	validation_0-mae:6584.61572	validation_1-mae:6755.82227
[77]	validation_0-mae:6580.52246	validation_1-mae:6751.39551
[78]	validation_0-mae:6571.61914	validation_1-mae:6744.04639
[79]	validation_0-mae:6562.51611	validation_1-mae:6739.27197
[80]	validation_0-mae:6553.35840	validation_1-mae:6730.59619
[81]	validation_0-mae:6540.77051	validation_1-mae:6722.40137
[82]	validation_0-mae:6534.70850	validation_1-mae:6717.92383
[83]	validation_0-mae:6526.16943	validation_1-mae:6711.30273
[84]	validation_0-mae:6519.55664	validation_1-mae:6708.47607
[85]	validation_0-mae:6510.32275	validation_1-mae:6701.80078
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[1628]	validation_0-mae:4011.09302	validation_1-mae:5993.11865
[1629]	validation_0-mae:4010.06714	validation_1-mae:5992.83301
[1630]	validation_0-mae:4009.62769	validation_1-mae:5993.05322
[1631]	validation_0-mae:4007.92603	validation_1-mae:5993.47217
[1632]	validation_0-mae:4007.20850	validation_1-mae:5993.72412
[1633]	validation_0-mae:4006.67090	validation_1-mae:5993.81445
[1634]	validation_0-mae:4005.89893	validation_1-mae:5993.69873
[1635]	validation_0-mae:4005.54248	validation_1-mae:5993.55273
[1636]	validation_0-mae:4004.61743	validation_1-mae:5993.46533
[1637]	validation_0-mae:4003.79907	validation_1-mae:5993.51270
[1638]	validation_0-mae:4003.27539	validation_1-mae:5993.35547
[1639]	validation_0-mae:4003.03564	validation_1-mae:5993.23535
[1640]	validation_0-mae:4002.99438	validation_1-mae:5993.22510
[1641]	validation_0-mae:4002.92505	validation_1-mae:5993.14453
[1642]	validation_0-mae:4002.32227	validation_1-mae:5993.26318
[1643]	validation_0-mae:4001.84766	validation_1-mae:5993.22461
[1644]	validation_0-mae:4001.25464	validation_1-mae:5993.46289
[1645]	validation_0-mae:4000.09155	validation_1-mae:5993.72168
[1646]	validation_0-mae:3998.95630	validation_1-mae:5993.53760
[1647]	validation_0-mae:3998.20581	validation_1-mae:5993.25488
[1648]	validation_0-mae:3998.11108	validation_1-mae:5993.37305
[1649]	validation_0-mae:3998.03638	validation_1-mae:5993.43018
[1650]	validation_0-mae:3997.89844	validation_1-mae:5993.42432
[1651]	validation_0-mae:3997.49048	validation_1-mae:5993.52930
[1652]	validation_0-mae:3996.71387	validation_1-mae:5993.17773
[1653]	validation_0-mae:3995.75708	validation_1-mae:5992.85889
[1654]	validation_0-mae:3995.00903	validation_1-mae:5992.93652
[1655]	validation_0-mae:3994.17114	validation_1-mae:5992.85889
[1656]	validation_0-mae:3993.70337	validation_1-mae:5992.71191
[1657]	validation_0-mae:3993.06055	validation_1-mae:5992.21240
[1658]	validation_0-mae:3992.44482	validation_1-mae:5991.79199
[1659]	validation_0-mae:3991.76245	validation_1-mae:5991.86377
[1660]	validation_0-mae:3990.88062	validation_1-mae:5991.87451
[1661]	validation_0-mae:3990.57397	validation_1-mae:5991.84375
[1662]	validation_0-mae:3990.10571	validation_1-mae:5991.95557
[1663]	validation_0-mae:3989.40552	validation_1-mae:5991.81836
[1664]	validation_0-mae:3988.66821	validation_1-mae:5991.56103
[1665]	validation_0-mae:3988.05835	validation_1-mae:5991.35254
[1666]	validation_0-mae:3987.36401	validation_1-mae:5991.48975
[1667]	validation_0-mae:3986.36523	validation_1-mae:5991.55371
[1668]	validation_0-mae:3985.40430	validation_1-mae:5992.03857
[1669]	validation_0-mae:3985.09082	validation_1-mae:5991.87939
[1670]	validation_0-mae:3983.65308	validation_1-mae:5991.99658
[1671]	validation_0-mae:3983.25171	validation_1-mae:5991.88916
[1672]	validation_0-mae:3982.63843	validation_1-mae:5991.63623
[1673]	validation_0-mae:3982.02417	validation_1-mae:5991.38672
[1674]	validation_0-mae:3981.26831	validation_1-mae:5991.55322
[1675]	validation_0-mae:3980.58228	validation_1-mae:5991.36328
[1676]	validation_0-mae:3980.01392	validation_1-mae:5991.24951
[1677]	validation_0-mae:3978.65601	validation_1-mae:5990.98926
[1678]	validation_0-mae:3977.90479	validation_1-mae:5991.04346
[1679]	validation_0-mae:3977.34497	validation_1-mae:5991.23828
[1680]	validation_0-mae:3976.83520	validation_1-mae:5991.48877
[1681]	validation_0-mae:3976.51050	validation_1-mae:5991.64209
[1682]	validation_0-mae:3975.08032	validation_1-mae:5991.00488
[1683]	validation_0-mae:3974.14160	validation_1-mae:5991.55713
[1684]	validation_0-mae:3973.87573	validation_1-mae:5991.44238
[1685]	validation_0-mae:3973.54932	validation_1-mae:5991.51660
[1686]	validation_0-mae:3972.86987	validation_1-mae:5991.54932
[1687]	validation_0-mae:3971.51221	validation_1-mae:5992.39404
[1688]	validation_0-mae:3971.08716	validation_1-mae:5992.53125
[1689]	validation_0-mae:3970.05713	validation_1-mae:5992.72461
[1690]	validation_0-mae:3969.29956	validation_1-mae:5992.42432
[1691]	validation_0-mae:3968.61621	validation_1-mae:5992.71191
[1692]	validation_0-mae:3968.18433	validation_1-mae:5992.60400
[1693]	validation_0-mae:3967.46582	validation_1-mae:5992.35254
[1694]	validation_0-mae:3966.59155	validation_1-mae:5992.75049
[1695]	validation_0-mae:3965.81934	validation_1-mae:5992.47900
[1696]	validation_0-mae:3965.43042	validation_1-mae:5992.47363
[1697]	validation_0-mae:3964.96484	validation_1-mae:5992.56738
[1698]	validation_0-mae:3964.27661	validation_1-mae:5992.45947
[1699]	validation_0-mae:3963.38184	validation_1-mae:5992.15772
Dropping: felg
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65234
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50049	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.59912
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.96973
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.48438
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.01514
[33]	validation_0-mae:7264.06689	validation_1-mae:7253.97363
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.01221
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.13965
[36]	validation_0-mae:7185.08740	validation_1-mae:7195.72412
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.29199
[38]	validation_0-mae:7142.17969	validation_1-mae:7163.79248
[39]	validation_0-mae:7120.81445	validation_1-mae:7146.60986
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.16064
[41]	validation_0-mae:7086.79443	validation_1-mae:7123.76465
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.02295
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.21728
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.15918
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.00000
[46]	validation_0-mae:6998.53857	validation_1-mae:7062.82764
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.06299
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.40186
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.22949
[50]	validation_0-mae:6920.67480	validation_1-mae:7005.82031
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.57910
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.63672
[53]	validation_0-mae:6871.32324	validation_1-mae:6967.87305
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.21826
[55]	validation_0-mae:6846.20459	validation_1-mae:6948.77783
[56]	validation_0-mae:6826.03076	validation_1-mae:6932.08447
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.50830
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.73535
[59]	validation_0-mae:6786.72754	validation_1-mae:6908.77246
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.24121
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.43994
[62]	validation_0-mae:6749.58740	validation_1-mae:6880.98926
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.51172
[64]	validation_0-mae:6721.70703	validation_1-mae:6858.06397
[65]	validation_0-mae:6710.04395	validation_1-mae:6849.35352
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.65137
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.93408
[68]	validation_0-mae:6675.47510	validation_1-mae:6821.48193
[69]	validation_0-mae:6670.55078	validation_1-mae:6818.15869
[70]	validation_0-mae:6656.58936	validation_1-mae:6809.00732
[71]	validation_0-mae:6645.05908	validation_1-mae:6800.33984
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.59717
[73]	validation_0-mae:6626.81543	validation_1-mae:6789.20898
[74]	validation_0-mae:6615.48486	validation_1-mae:6782.15186
[75]	validation_0-mae:6594.62647	validation_1-mae:6763.43213
[76]	validation_0-mae:6584.61572	validation_1-mae:6755.71094
[77]	validation_0-mae:6580.52246	validation_1-mae:6751.28467
[78]	validation_0-mae:6571.61914	validation_1-mae:6743.93506
[79]	validation_0-mae:6562.51611	validation_1-mae:6739.16113
[80]	validation_0-mae:6553.35840	validation_1-mae:6730.53662
[81]	validation_0-mae:6540.77051	validation_1-mae:6722.34424
[82]	validation_0-mae:6534.70850	validation_1-mae:6717.86670
[83]	validation_0-mae:6526.16943	validation_1-mae:6711.25977
[84]	validation_0-mae:6519.55664	validation_1-mae:6708.43311
[85]	validation_0-mae:6510.32275	validation_1-mae:6701.74121
[86]	validation_0-mae:6502.94092	validation_1-mae:6698.81738
[87]	validation_0-mae:6490.16992	validation_1-mae:6688.75000
[88]	validation_0-mae:6477.60596	validation_1-mae:6682.89307
[89]	validation_0-mae:6471.63135	validation_1-mae:6676.95654
[90]	validation_0-mae:6465.46338	validation_1-mae:6673.13281
[91]	validation_0-mae:6457.59522	validation_1-mae:6666.17480
[92]	validation_0-mae:6450.43164	validation_1-mae:6662.71533
[93]	validation_0-mae:6442.52686	validation_1-mae:6659.57031
[94]	validation_0-mae:6435.18066	validation_1-mae:6654.22656
[95]	validation_0-mae:6427.90039	validation_1-mae:6648.65381
[96]	validation_0-mae:6421.48535	validation_1-mae:6644.66992
[97]	validation_0-mae:6411.04785	validation_1-mae:6638.28174
[98]	validation_0-mae:6403.91064	validation_1-mae:6631.95312
[99]	validation_0-mae:6396.84228	validation_1-mae:6627.22607
[100]	validation_0-mae:6388.18603	validation_1-mae:6620.25781
[101]	validation_0-mae:6385.47559	validation_1-mae:6618.67529
[102]	validation_0-mae:6377.70654	validation_1-mae:6615.54932
[103]	validation_0-mae:6372.88721	validation_1-mae:6611.06494
[104]	validation_0-mae:6367.11963	validation_1-mae:6607.08691
[105]	validation_0-mae:6361.61133	validation_1-mae:6602.76318
[106]	validation_0-mae:6354.73535	validation_1-mae:6600.08936
[107]	validation_0-mae:6351.73486	validation_1-mae:6598.64160
[108]	validation_0-mae:6347.29199	validation_1-mae:6595.89258
[109]	validation_0-mae:6340.40186	validation_1-mae:6590.95312
[110]	validation_0-mae:6332.76660	validation_1-mae:6585.30957
[111]	validation_0-mae:6328.40234	validation_1-mae:6583.21582
[112]	validation_0-mae:6324.09619	validation_1-mae:6579.20801
[113]	validation_0-mae:6317.14746	validation_1-mae:6574.69873
[114]	validation_0-mae:6312.28076	validation_1-mae:6571.43701
[115]	validation_0-mae:6307.44629	validation_1-mae:6569.74756
[116]	validation_0-mae:6303.75098	validation_1-mae:6566.74121
[117]	validation_0-mae:6300.46240	validation_1-mae:6565.79248
[118]	validation_0-mae:6285.49316	validation_1-mae:6554.38965
[119]	validation_0-mae:6280.44287	validation_1-mae:6553.40723
[120]	validation_0-mae:6275.94531	validation_1-mae:6551.54688
[121]	validation_0-mae:6269.61475	validation_1-mae:6548.01709
[122]	validation_0-mae:6265.71728	validation_1-mae:6546.39697
[123]	validation_0-mae:6260.69434	validation_1-mae:6542.47998
[124]	validation_0-mae:6255.40723	validation_1-mae:6538.06787
[125]	validation_0-mae:6252.21533	validation_1-mae:6535.58252
[126]	validation_0-mae:6248.73242	validation_1-mae:6533.18457
[127]	validation_0-mae:6245.21240	validation_1-mae:6531.96582
[128]	validation_0-mae:6239.31397	validation_1-mae:6528.62647
[129]	validation_0-mae:6230.73389	validation_1-mae:6522.19141
[130]	validation_0-mae:6222.81103	validation_1-mae:6518.06250
[131]	validation_0-mae:6215.81250	validation_1-mae:6512.81934
[132]	validation_0-mae:6208.52686	validation_1-mae:6506.06201
[133]	validation_0-mae:6207.25000	validation_1-mae:6505.52783
[134]	validation_0-mae:6200.48145	validation_1-mae:6501.88818
[135]	validation_0-mae:6196.98242	validation_1-mae:6500.95605
[136]	validation_0-mae:6191.95264	validation_1-mae:6496.73584
[137]	validation_0-mae:6185.63721	validation_1-mae:6492.52588
[138]	validation_0-mae:6179.22070	validation_1-mae:6487.50293
[139]	validation_0-mae:6174.90674	validation_1-mae:6486.07471
[140]	validation_0-mae:6170.86084	validation_1-mae:6483.75928
[141]	validation_0-mae:6167.00098	validation_1-mae:6480.94141
[142]	validation_0-mae:6162.78027	validation_1-mae:6480.15918
[143]	validation_0-mae:6159.03955	validation_1-mae:6478.71045
[144]	validation_0-mae:6156.55127	validation_1-mae:6477.33789
[145]	validation_0-mae:6154.79004	validation_1-mae:6476.12549
[146]	validation_0-mae:6150.08594	validation_1-mae:6473.67529
[147]	validation_0-mae:6145.03369	validation_1-mae:6471.95996
[148]	validation_0-mae:6141.25635	validation_1-mae:6470.64941
[149]	validation_0-mae:6133.24219	validation_1-mae:6464.57910
[150]	validation_0-mae:6129.84326	validation_1-mae:6462.98096
[151]	validation_0-mae:6125.86572	validation_1-mae:6460.67041
[152]	validation_0-mae:6117.30566	validation_1-mae:6453.70605
[153]	validation_0-mae:6111.80615	validation_1-mae:6450.48340
[154]	validation_0-mae:6105.25635	validation_1-mae:6449.10352
[155]	validation_0-mae:6100.87012	validation_1-mae:6445.83887
[156]	validation_0-mae:6095.81055	validation_1-mae:6443.31299
[157]	validation_0-mae:6094.80420	validation_1-mae:6442.18994
[158]	validation_0-mae:6091.64258	validation_1-mae:6441.31201
[159]	validation_0-mae:6086.85352	validation_1-mae:6437.38135
[160]	validation_0-mae:6079.98242	validation_1-mae:6431.95410
[161]	validation_0-mae:6076.78516	validation_1-mae:6430.39355
[162]	validation_0-mae:6073.68603	validation_1-mae:6429.44238
[163]	validation_0-mae:6069.70703	validation_1-mae:6426.83496
[164]	validation_0-mae:6066.64600	validation_1-mae:6425.22705
[165]	validation_0-mae:6063.58154	validation_1-mae:6425.54492
[166]	validation_0-mae:6060.31201	validation_1-mae:6423.92041
[167]	validation_0-mae:6057.61572	validation_1-mae:6422.26367
[168]	validation_0-mae:6052.45312	validation_1-mae:6420.41748
[169]	validation_0-mae:6047.73926	validation_1-mae:6418.64209
[170]	validation_0-mae:6045.80615	validation_1-mae:6417.97266
[171]	validation_0-mae:6041.22510	validation_1-mae:6418.74316
[172]	validation_0-mae:6039.63965	validation_1-mae:6418.57031
[173]	validation_0-mae:6036.31836	validation_1-mae:6417.77978
[174]	validation_0-mae:6032.70410	validation_1-mae:6416.04492
[175]	validation_0-mae:6029.19189	validation_1-mae:6414.78564
[176]	validation_0-mae:6025.88672	validation_1-mae:6413.70410
[177]	validation_0-mae:6023.56934	validation_1-mae:6412.26562
[178]	validation_0-mae:6021.21582	validation_1-mae:6411.13965
[179]	validation_0-mae:6018.04834	validation_1-mae:6409.44629
[180]	validation_0-mae:6015.53857	validation_1-mae:6407.65478
[181]	validation_0-mae:6015.06055	validation_1-mae:6407.44482
[182]	validation_0-mae:6008.23633	validation_1-mae:6403.99658
[183]	validation_0-mae:5999.70898	validation_1-mae:6399.05811
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[1469]	validation_0-mae:4147.34131	validation_1-mae:6002.76660
[1470]	validation_0-mae:4146.33887	validation_1-mae:6002.65234
[1471]	validation_0-mae:4144.65723	validation_1-mae:6002.68311
[1472]	validation_0-mae:4143.12695	validation_1-mae:6002.76367
[1473]	validation_0-mae:4141.89160	validation_1-mae:6002.45215
[1474]	validation_0-mae:4140.62207	validation_1-mae:6002.21143
[1475]	validation_0-mae:4139.39355	validation_1-mae:6002.20264
[1476]	validation_0-mae:4139.07910	validation_1-mae:6002.50732
[1477]	validation_0-mae:4138.36475	validation_1-mae:6002.63623
[1478]	validation_0-mae:4138.18066	validation_1-mae:6002.76611
[1479]	validation_0-mae:4137.42480	validation_1-mae:6003.05664
[1480]	validation_0-mae:4136.50098	validation_1-mae:6002.94092
[1481]	validation_0-mae:4134.60596	validation_1-mae:6003.01904
[1482]	validation_0-mae:4133.43799	validation_1-mae:6003.14893
[1483]	validation_0-mae:4131.61816	validation_1-mae:6002.83936
[1484]	validation_0-mae:4130.29346	validation_1-mae:6002.87793
[1485]	validation_0-mae:4129.08008	validation_1-mae:6002.06592
[1486]	validation_0-mae:4128.42773	validation_1-mae:6001.98877
[1487]	validation_0-mae:4127.58643	validation_1-mae:6001.68359
[1488]	validation_0-mae:4126.94580	validation_1-mae:6001.71094
[1489]	validation_0-mae:4125.99268	validation_1-mae:6002.02881
[1490]	validation_0-mae:4124.61279	validation_1-mae:6001.78272
[1491]	validation_0-mae:4123.98975	validation_1-mae:6001.69775
[1492]	validation_0-mae:4123.51660	validation_1-mae:6001.57031
[1493]	validation_0-mae:4121.93897	validation_1-mae:6001.44336
[1494]	validation_0-mae:4120.35303	validation_1-mae:6001.20166
[1495]	validation_0-mae:4119.37598	validation_1-mae:6000.75732
[1496]	validation_0-mae:4118.20312	validation_1-mae:6000.25342
[1497]	validation_0-mae:4117.23291	validation_1-mae:6000.16016
[1498]	validation_0-mae:4116.12793	validation_1-mae:5999.79980
[1499]	validation_0-mae:4114.97461	validation_1-mae:5999.88672
[1500]	validation_0-mae:4114.14502	validation_1-mae:6000.04150
[1501]	validation_0-mae:4113.19336	validation_1-mae:5999.65478
[1502]	validation_0-mae:4111.94238	validation_1-mae:5999.74414
[1503]	validation_0-mae:4111.02051	validation_1-mae:5999.53564
[1504]	validation_0-mae:4110.16504	validation_1-mae:5999.64795
[1505]	validation_0-mae:4109.47070	validation_1-mae:5999.81445
[1506]	validation_0-mae:4108.80566	validation_1-mae:5999.85889
[1507]	validation_0-mae:4108.39746	validation_1-mae:5999.92090
[1508]	validation_0-mae:4107.20752	validation_1-mae:5998.98389
[1509]	validation_0-mae:4106.20801	validation_1-mae:5998.56543
[1510]	validation_0-mae:4105.63037	validation_1-mae:5998.43164
[1511]	validation_0-mae:4105.34522	validation_1-mae:5998.42822
[1512]	validation_0-mae:4105.03125	validation_1-mae:5998.53613
[1513]	validation_0-mae:4104.17920	validation_1-mae:5998.14453
[1514]	validation_0-mae:4103.47217	validation_1-mae:5998.15527
[1515]	validation_0-mae:4102.61670	validation_1-mae:5998.15674
[1516]	validation_0-mae:4101.32959	validation_1-mae:5997.60156
[1517]	validation_0-mae:4100.65869	validation_1-mae:5997.89502
[1518]	validation_0-mae:4099.73877	validation_1-mae:5998.36035
[1519]	validation_0-mae:4098.72754	validation_1-mae:5998.46436
[1520]	validation_0-mae:4098.32861	validation_1-mae:5998.54932
[1521]	validation_0-mae:4097.19873	validation_1-mae:5998.56250
[1522]	validation_0-mae:4096.91846	validation_1-mae:5998.49219
[1523]	validation_0-mae:4096.20947	validation_1-mae:5998.72363
[1524]	validation_0-mae:4095.90918	validation_1-mae:5998.62207
[1525]	validation_0-mae:4095.19482	validation_1-mae:5998.10156
[1526]	validation_0-mae:4094.16943	validation_1-mae:5998.49902
[1527]	validation_0-mae:4093.67529	validation_1-mae:5998.58643
[1528]	validation_0-mae:4093.06714	validation_1-mae:5998.79688
[1529]	validation_0-mae:4092.95166	validation_1-mae:5998.81836
[1530]	validation_0-mae:4092.90723	validation_1-mae:5998.86768
[1531]	validation_0-mae:4091.63013	validation_1-mae:5998.52930
[1532]	validation_0-mae:4091.05444	validation_1-mae:5998.86768
[1533]	validation_0-mae:4090.30591	validation_1-mae:5998.90332
[1534]	validation_0-mae:4089.44800	validation_1-mae:5999.17822
[1535]	validation_0-mae:4088.35181	validation_1-mae:5999.32910
[1536]	validation_0-mae:4087.45996	validation_1-mae:5999.02881
[1537]	validation_0-mae:4086.64844	validation_1-mae:5998.94922
[1538]	validation_0-mae:4085.69287	validation_1-mae:5999.03076
[1539]	validation_0-mae:4085.28125	validation_1-mae:5998.98926
[1540]	validation_0-mae:4084.66406	validation_1-mae:5999.09717
[1541]	validation_0-mae:4083.67505	validation_1-mae:5998.78223
[1542]	validation_0-mae:4082.09155	validation_1-mae:5998.48291
[1543]	validation_0-mae:4081.63159	validation_1-mae:5998.56982
[1544]	validation_0-mae:4081.53809	validation_1-mae:5998.69775
[1545]	validation_0-mae:4080.59399	validation_1-mae:5998.42676
[1546]	validation_0-mae:4080.06592	validation_1-mae:5998.14746
[1547]	validation_0-mae:4079.50220	validation_1-mae:5997.75781
[1548]	validation_0-mae:4079.02612	validation_1-mae:5997.61230
[1549]	validation_0-mae:4078.66650	validation_1-mae:5997.20654
[1550]	validation_0-mae:4078.15063	validation_1-mae:5997.08398
[1551]	validation_0-mae:4076.69165	validation_1-mae:5997.35205
[1552]	validation_0-mae:4075.91846	validation_1-mae:5997.40478
[1553]	validation_0-mae:4075.08520	validation_1-mae:5997.46582
[1554]	validation_0-mae:4074.50513	validation_1-mae:5997.74268
[1555]	validation_0-mae:4073.59912	validation_1-mae:5997.85059
[1556]	validation_0-mae:4072.35327	validation_1-mae:5997.53027
[1557]	validation_0-mae:4071.66602	validation_1-mae:5997.93164
[1558]	validation_0-mae:4070.81543	validation_1-mae:5997.98486
[1559]	validation_0-mae:4070.46851	validation_1-mae:5998.03272
[1560]	validation_0-mae:4069.41528	validation_1-mae:5998.37109
[1561]	validation_0-mae:4068.51636	validation_1-mae:5998.70312
[1562]	validation_0-mae:4067.28931	validation_1-mae:5998.51562
[1563]	validation_0-mae:4066.61572	validation_1-mae:5998.41504
[1564]	validation_0-mae:4065.42627	validation_1-mae:5998.32568
[1565]	validation_0-mae:4064.19043	validation_1-mae:5998.74805
[1566]	validation_0-mae:4063.42847	validation_1-mae:5997.91650
[1567]	validation_0-mae:4062.66699	validation_1-mae:5998.03174
[1568]	validation_0-mae:4061.71387	validation_1-mae:5998.15625
[1569]	validation_0-mae:4061.17627	validation_1-mae:5998.35986
[1570]	validation_0-mae:4060.91333	validation_1-mae:5998.28760
[1571]	validation_0-mae:4060.08130	validation_1-mae:5998.17773
[1572]	validation_0-mae:4059.65381	validation_1-mae:5998.16504
[1573]	validation_0-mae:4059.24561	validation_1-mae:5998.05566
[1574]	validation_0-mae:4059.21509	validation_1-mae:5998.10352
[1575]	validation_0-mae:4059.12817	validation_1-mae:5998.11035
[1576]	validation_0-mae:4058.56274	validation_1-mae:5997.89062
[1577]	validation_0-mae:4057.39404	validation_1-mae:5998.04785
[1578]	validation_0-mae:4056.72485	validation_1-mae:5998.14355
[1579]	validation_0-mae:4055.17236	validation_1-mae:5998.47998
[1580]	validation_0-mae:4054.32471	validation_1-mae:5998.61328
[1581]	validation_0-mae:4053.80981	validation_1-mae:5998.71826
[1582]	validation_0-mae:4052.29468	validation_1-mae:5998.07861
[1583]	validation_0-mae:4051.73901	validation_1-mae:5998.10498
[1584]	validation_0-mae:4051.20728	validation_1-mae:5998.17529
[1585]	validation_0-mae:4050.41016	validation_1-mae:5998.40869
[1586]	validation_0-mae:4049.92676	validation_1-mae:5998.24853
[1587]	validation_0-mae:4049.29981	validation_1-mae:5997.75977
[1588]	validation_0-mae:4048.52295	validation_1-mae:5997.58936
[1589]	validation_0-mae:4047.84912	validation_1-mae:5997.67139
[1590]	validation_0-mae:4047.22510	validation_1-mae:5998.22022
[1591]	validation_0-mae:4046.05664	validation_1-mae:5997.77100
[1592]	validation_0-mae:4045.76831	validation_1-mae:5998.03613
[1593]	validation_0-mae:4045.01001	validation_1-mae:5998.37988
[1594]	validation_0-mae:4044.43213	validation_1-mae:5998.52588
[1595]	validation_0-mae:4043.88525	validation_1-mae:5998.78174
[1596]	validation_0-mae:4043.87500	validation_1-mae:5998.81348
[1597]	validation_0-mae:4043.59180	validation_1-mae:5998.72314
[1598]	validation_0-mae:4043.53833	validation_1-mae:5998.72852
[1599]	validation_0-mae:4043.12231	validation_1-mae:5998.49463
[1600]	validation_0-mae:4042.52319	validation_1-mae:5998.50879
[1601]	validation_0-mae:4041.96826	validation_1-mae:5998.68506
[1602]	validation_0-mae:4041.42798	validation_1-mae:5998.53418
[1603]	validation_0-mae:4040.86865	validation_1-mae:5998.20508
[1604]	validation_0-mae:4040.28149	validation_1-mae:5998.16992
[1605]	validation_0-mae:4039.98169	validation_1-mae:5998.19434
[1606]	validation_0-mae:4039.97144	validation_1-mae:5998.24023
[1607]	validation_0-mae:4039.94409	validation_1-mae:5998.27100
[1608]	validation_0-mae:4039.33252	validation_1-mae:5998.20264
[1609]	validation_0-mae:4038.80176	validation_1-mae:5998.59522
[1610]	validation_0-mae:4037.53833	validation_1-mae:5998.20557
[1611]	validation_0-mae:4036.06030	validation_1-mae:5998.56689
[1612]	validation_0-mae:4035.73657	validation_1-mae:5998.49707
[1613]	validation_0-mae:4035.19312	validation_1-mae:5998.58643
[1614]	validation_0-mae:4033.17554	validation_1-mae:5998.48291
[1615]	validation_0-mae:4032.21191	validation_1-mae:5998.04150
[1616]	validation_0-mae:4031.14038	validation_1-mae:5997.89551
[1617]	validation_0-mae:4030.37183	validation_1-mae:5997.70068
[1618]	validation_0-mae:4029.91650	validation_1-mae:5997.81543
[1619]	validation_0-mae:4029.35327	validation_1-mae:5997.69531
[1620]	validation_0-mae:4028.67407	validation_1-mae:5997.72217
[1621]	validation_0-mae:4027.84912	validation_1-mae:5997.91455
[1622]	validation_0-mae:4026.59692	validation_1-mae:5998.56006
[1623]	validation_0-mae:4026.04199	validation_1-mae:5998.60205
[1624]	validation_0-mae:4025.40186	validation_1-mae:5998.76514
[1625]	validation_0-mae:4024.67432	validation_1-mae:5998.06006
[1626]	validation_0-mae:4024.08545	validation_1-mae:5998.10010
[1627]	validation_0-mae:4023.57568	validation_1-mae:5998.12353
[1628]	validation_0-mae:4022.61133	validation_1-mae:5997.92822
[1629]	validation_0-mae:4022.12769	validation_1-mae:5997.87598
[1630]	validation_0-mae:4021.10693	validation_1-mae:5998.07080
[1631]	validation_0-mae:4020.56543	validation_1-mae:5998.11084
[1632]	validation_0-mae:4019.93213	validation_1-mae:5997.82617
[1633]	validation_0-mae:4019.20679	validation_1-mae:5997.67188
[1634]	validation_0-mae:4018.56641	validation_1-mae:5997.61377
[1635]	validation_0-mae:4017.84766	validation_1-mae:5997.88281
[1636]	validation_0-mae:4017.19605	validation_1-mae:5997.79053
[1637]	validation_0-mae:4016.10693	validation_1-mae:5998.06494
[1638]	validation_0-mae:4014.87500	validation_1-mae:5997.83057
[1639]	validation_0-mae:4013.68457	validation_1-mae:5997.09473
[1640]	validation_0-mae:4012.47339	validation_1-mae:5996.70801
[1641]	validation_0-mae:4011.62915	validation_1-mae:5996.83203
[1642]	validation_0-mae:4010.83032	validation_1-mae:5997.04590
[1643]	validation_0-mae:4010.29004	validation_1-mae:5997.18408
[1644]	validation_0-mae:4009.78711	validation_1-mae:5997.32031
[1645]	validation_0-mae:4009.34424	validation_1-mae:5997.33447
[1646]	validation_0-mae:4007.70337	validation_1-mae:5996.62207
[1647]	validation_0-mae:4006.61401	validation_1-mae:5995.71680
[1648]	validation_0-mae:4005.88110	validation_1-mae:5995.42188
[1649]	validation_0-mae:4004.46973	validation_1-mae:5995.35645
[1650]	validation_0-mae:4003.78857	validation_1-mae:5995.47705
[1651]	validation_0-mae:4002.73096	validation_1-mae:5995.77588
[1652]	validation_0-mae:4002.06592	validation_1-mae:5995.65820
[1653]	validation_0-mae:4001.42017	validation_1-mae:5995.74219
[1654]	validation_0-mae:4000.83154	validation_1-mae:5995.35205
[1655]	validation_0-mae:3999.79224	validation_1-mae:5994.71728
[1656]	validation_0-mae:3999.33154	validation_1-mae:5994.71728
[1657]	validation_0-mae:3998.44019	validation_1-mae:5995.50537
[1658]	validation_0-mae:3997.05786	validation_1-mae:5995.34375
[1659]	validation_0-mae:3996.19824	validation_1-mae:5995.38721
[1660]	validation_0-mae:3995.12061	validation_1-mae:5995.27978
[1661]	validation_0-mae:3994.70264	validation_1-mae:5995.38770
[1662]	validation_0-mae:3994.38745	validation_1-mae:5995.79150
[1663]	validation_0-mae:3993.94043	validation_1-mae:5996.13428
[1664]	validation_0-mae:3992.80688	validation_1-mae:5996.21240
[1665]	validation_0-mae:3991.41064	validation_1-mae:5996.43311
[1666]	validation_0-mae:3991.02710	validation_1-mae:5996.36133
[1667]	validation_0-mae:3990.73144	validation_1-mae:5996.51660
[1668]	validation_0-mae:3990.49463	validation_1-mae:5996.62939
[1669]	validation_0-mae:3989.60815	validation_1-mae:5996.43750
[1670]	validation_0-mae:3988.65063	validation_1-mae:5996.53564
[1671]	validation_0-mae:3988.37085	validation_1-mae:5996.59277
[1672]	validation_0-mae:3987.75024	validation_1-mae:5996.48193
[1673]	validation_0-mae:3986.58301	validation_1-mae:5997.10889
[1674]	validation_0-mae:3985.78394	validation_1-mae:5996.81250
[1675]	validation_0-mae:3984.15308	validation_1-mae:5996.86865
[1676]	validation_0-mae:3982.73755	validation_1-mae:5996.56543
[1677]	validation_0-mae:3981.61450	validation_1-mae:5996.50635
[1678]	validation_0-mae:3980.59302	validation_1-mae:5996.39160
[1679]	validation_0-mae:3980.01294	validation_1-mae:5996.17773
[1680]	validation_0-mae:3978.36865	validation_1-mae:5996.13379
[1681]	validation_0-mae:3977.60376	validation_1-mae:5995.69531
[1682]	validation_0-mae:3976.92554	validation_1-mae:5995.58936
[1683]	validation_0-mae:3976.41064	validation_1-mae:5995.79736
[1684]	validation_0-mae:3975.57471	validation_1-mae:5995.56397
[1685]	validation_0-mae:3974.67310	validation_1-mae:5995.19238
[1686]	validation_0-mae:3973.70435	validation_1-mae:5994.93457
[1687]	validation_0-mae:3973.18750	validation_1-mae:5994.68603
[1688]	validation_0-mae:3972.61523	validation_1-mae:5994.81592
[1689]	validation_0-mae:3972.05786	validation_1-mae:5995.00439
[1690]	validation_0-mae:3971.42700	validation_1-mae:5995.00732
[1691]	validation_0-mae:3970.91455	validation_1-mae:5995.08887
[1692]	validation_0-mae:3969.83594	validation_1-mae:5994.87549
[1693]	validation_0-mae:3969.09912	validation_1-mae:5994.92725
[1694]	validation_0-mae:3968.32178	validation_1-mae:5995.04004
[1695]	validation_0-mae:3967.61353	validation_1-mae:5994.81152
[1696]	validation_0-mae:3966.53418	validation_1-mae:5995.92285
[1697]	validation_0-mae:3965.62061	validation_1-mae:5995.30566
[1698]	validation_0-mae:3964.27710	validation_1-mae:5995.31689
[1699]	validation_0-mae:3963.13281	validation_1-mae:5995.54395
Dropping: province_zylina
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
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[1561]	validation_0-mae:4067.02100	validation_1-mae:5995.14453
[1562]	validation_0-mae:4066.42017	validation_1-mae:5994.90576
[1563]	validation_0-mae:4065.46729	validation_1-mae:5994.60547
[1564]	validation_0-mae:4064.85425	validation_1-mae:5994.55078
[1565]	validation_0-mae:4063.98999	validation_1-mae:5994.66455
[1566]	validation_0-mae:4063.08691	validation_1-mae:5994.98535
[1567]	validation_0-mae:4062.46289	validation_1-mae:5995.01709
[1568]	validation_0-mae:4061.79175	validation_1-mae:5994.75684
[1569]	validation_0-mae:4060.92822	validation_1-mae:5994.69727
[1570]	validation_0-mae:4060.39502	validation_1-mae:5994.87353
[1571]	validation_0-mae:4059.45679	validation_1-mae:5994.68018
[1572]	validation_0-mae:4058.86987	validation_1-mae:5995.04150
[1573]	validation_0-mae:4058.39404	validation_1-mae:5995.17920
[1574]	validation_0-mae:4058.31812	validation_1-mae:5995.15186
[1575]	validation_0-mae:4057.92944	validation_1-mae:5995.11084
[1576]	validation_0-mae:4057.07129	validation_1-mae:5995.28369
[1577]	validation_0-mae:4056.37695	validation_1-mae:5995.28955
[1578]	validation_0-mae:4055.59961	validation_1-mae:5995.36328
[1579]	validation_0-mae:4055.03564	validation_1-mae:5995.57959
[1580]	validation_0-mae:4054.26221	validation_1-mae:5995.40723
[1581]	validation_0-mae:4053.19458	validation_1-mae:5995.64160
[1582]	validation_0-mae:4052.38477	validation_1-mae:5995.66748
[1583]	validation_0-mae:4051.30811	validation_1-mae:5995.58936
[1584]	validation_0-mae:4049.88477	validation_1-mae:5996.32471
[1585]	validation_0-mae:4049.52148	validation_1-mae:5996.19824
[1586]	validation_0-mae:4048.60278	validation_1-mae:5996.46875
[1587]	validation_0-mae:4047.63965	validation_1-mae:5996.54004
[1588]	validation_0-mae:4046.97656	validation_1-mae:5996.50684
[1589]	validation_0-mae:4046.44043	validation_1-mae:5996.35107
[1590]	validation_0-mae:4045.90918	validation_1-mae:5996.27148
[1591]	validation_0-mae:4044.24658	validation_1-mae:5995.69824
[1592]	validation_0-mae:4043.43555	validation_1-mae:5995.90430
[1593]	validation_0-mae:4042.80811	validation_1-mae:5995.62793
[1594]	validation_0-mae:4041.34766	validation_1-mae:5995.83594
[1595]	validation_0-mae:4040.18555	validation_1-mae:5995.48096
[1596]	validation_0-mae:4039.87744	validation_1-mae:5995.58887
[1597]	validation_0-mae:4039.58423	validation_1-mae:5995.81494
[1598]	validation_0-mae:4038.53174	validation_1-mae:5995.42725
[1599]	validation_0-mae:4037.61621	validation_1-mae:5995.72510
[1600]	validation_0-mae:4035.63306	validation_1-mae:5994.35059
[1601]	validation_0-mae:4035.03564	validation_1-mae:5994.37402
[1602]	validation_0-mae:4034.88110	validation_1-mae:5994.27686
[1603]	validation_0-mae:4034.24756	validation_1-mae:5994.35840
[1604]	validation_0-mae:4032.99609	validation_1-mae:5994.02832
[1605]	validation_0-mae:4032.39160	validation_1-mae:5993.99658
[1606]	validation_0-mae:4030.53345	validation_1-mae:5993.22314
[1607]	validation_0-mae:4029.89917	validation_1-mae:5993.75342
[1608]	validation_0-mae:4029.16016	validation_1-mae:5993.56055
[1609]	validation_0-mae:4028.42725	validation_1-mae:5993.44531
[1610]	validation_0-mae:4027.40747	validation_1-mae:5993.69678
[1611]	validation_0-mae:4025.59351	validation_1-mae:5992.90430
[1612]	validation_0-mae:4024.86792	validation_1-mae:5992.77100
[1613]	validation_0-mae:4024.30395	validation_1-mae:5993.05371
[1614]	validation_0-mae:4023.18872	validation_1-mae:5993.06836
[1615]	validation_0-mae:4022.33569	validation_1-mae:5993.00098
[1616]	validation_0-mae:4021.05762	validation_1-mae:5992.28272
[1617]	validation_0-mae:4020.23779	validation_1-mae:5992.61670
[1618]	validation_0-mae:4019.37183	validation_1-mae:5992.89551
[1619]	validation_0-mae:4018.74145	validation_1-mae:5992.83545
[1620]	validation_0-mae:4018.29981	validation_1-mae:5992.76904
[1621]	validation_0-mae:4018.08057	validation_1-mae:5992.79004
[1622]	validation_0-mae:4017.35254	validation_1-mae:5992.91699
[1623]	validation_0-mae:4016.53198	validation_1-mae:5993.04883
[1624]	validation_0-mae:4016.13892	validation_1-mae:5993.15186
[1625]	validation_0-mae:4015.48291	validation_1-mae:5993.24609
[1626]	validation_0-mae:4014.36987	validation_1-mae:5992.89551
[1627]	validation_0-mae:4013.77002	validation_1-mae:5992.82471
[1628]	validation_0-mae:4013.71899	validation_1-mae:5992.80273
[1629]	validation_0-mae:4012.90747	validation_1-mae:5992.96777
[1630]	validation_0-mae:4011.95361	validation_1-mae:5992.72412
[1631]	validation_0-mae:4010.47705	validation_1-mae:5992.48975
[1632]	validation_0-mae:4008.85474	validation_1-mae:5991.51221
[1633]	validation_0-mae:4008.04907	validation_1-mae:5991.50244
[1634]	validation_0-mae:4007.42920	validation_1-mae:5991.24072
[1635]	validation_0-mae:4006.30981	validation_1-mae:5991.25537
[1636]	validation_0-mae:4005.37598	validation_1-mae:5990.70752
[1637]	validation_0-mae:4004.42236	validation_1-mae:5990.59424
[1638]	validation_0-mae:4003.77173	validation_1-mae:5990.30078
[1639]	validation_0-mae:4002.93579	validation_1-mae:5990.48828
[1640]	validation_0-mae:4002.37939	validation_1-mae:5990.63721
[1641]	validation_0-mae:4001.99658	validation_1-mae:5990.74805
[1642]	validation_0-mae:4000.97900	validation_1-mae:5990.84326
[1643]	validation_0-mae:4000.45068	validation_1-mae:5990.87158
[1644]	validation_0-mae:3999.96362	validation_1-mae:5990.78272
[1645]	validation_0-mae:3999.78833	validation_1-mae:5990.77344
[1646]	validation_0-mae:3999.27124	validation_1-mae:5990.00830
[1647]	validation_0-mae:3998.59399	validation_1-mae:5990.28076
[1648]	validation_0-mae:3997.69775	validation_1-mae:5991.02344
[1649]	validation_0-mae:3997.32739	validation_1-mae:5990.93555
[1650]	validation_0-mae:3996.85254	validation_1-mae:5991.01514
[1651]	validation_0-mae:3996.06396	validation_1-mae:5990.89795
[1652]	validation_0-mae:3995.44995	validation_1-mae:5990.79590
[1653]	validation_0-mae:3994.96069	validation_1-mae:5990.70020
[1654]	validation_0-mae:3994.72192	validation_1-mae:5990.76416
[1655]	validation_0-mae:3994.08740	validation_1-mae:5990.81641
[1656]	validation_0-mae:3993.64429	validation_1-mae:5990.94629
[1657]	validation_0-mae:3992.99756	validation_1-mae:5990.96680
[1658]	validation_0-mae:3992.11133	validation_1-mae:5990.73584
[1659]	validation_0-mae:3991.32178	validation_1-mae:5990.85156
[1660]	validation_0-mae:3989.79883	validation_1-mae:5990.41846
[1661]	validation_0-mae:3989.17676	validation_1-mae:5990.22656
[1662]	validation_0-mae:3988.31274	validation_1-mae:5990.77832
[1663]	validation_0-mae:3987.26367	validation_1-mae:5990.66113
[1664]	validation_0-mae:3986.58032	validation_1-mae:5990.71973
[1665]	validation_0-mae:3986.21484	validation_1-mae:5990.83154
[1666]	validation_0-mae:3985.36694	validation_1-mae:5990.93457
[1667]	validation_0-mae:3984.65918	validation_1-mae:5991.06934
[1668]	validation_0-mae:3983.76978	validation_1-mae:5991.21973
[1669]	validation_0-mae:3982.49561	validation_1-mae:5991.46191
[1670]	validation_0-mae:3981.30249	validation_1-mae:5991.12500
[1671]	validation_0-mae:3979.66480	validation_1-mae:5990.97119
[1672]	validation_0-mae:3978.64624	validation_1-mae:5991.31592
[1673]	validation_0-mae:3977.61523	validation_1-mae:5991.25586
[1674]	validation_0-mae:3976.20264	validation_1-mae:5990.70264
[1675]	validation_0-mae:3975.25659	validation_1-mae:5990.81152
[1676]	validation_0-mae:3974.69409	validation_1-mae:5990.81689
[1677]	validation_0-mae:3973.81592	validation_1-mae:5990.98877
[1678]	validation_0-mae:3972.92529	validation_1-mae:5991.00439
[1679]	validation_0-mae:3972.24658	validation_1-mae:5991.17627
[1680]	validation_0-mae:3971.51904	validation_1-mae:5991.27002
[1681]	validation_0-mae:3970.26050	validation_1-mae:5991.34228
[1682]	validation_0-mae:3969.01538	validation_1-mae:5992.01611
[1683]	validation_0-mae:3967.88477	validation_1-mae:5991.42920
[1684]	validation_0-mae:3966.55493	validation_1-mae:5991.36621
[1685]	validation_0-mae:3965.06567	validation_1-mae:5991.43994
[1686]	validation_0-mae:3964.35791	validation_1-mae:5991.35889
[1687]	validation_0-mae:3963.28906	validation_1-mae:5991.35400
[1688]	validation_0-mae:3962.28198	validation_1-mae:5991.48145
[1689]	validation_0-mae:3961.62646	validation_1-mae:5991.08203
[1690]	validation_0-mae:3961.02295	validation_1-mae:5991.15039
[1691]	validation_0-mae:3960.00366	validation_1-mae:5991.62891
[1692]	validation_0-mae:3959.15576	validation_1-mae:5991.91602
[1693]	validation_0-mae:3958.54102	validation_1-mae:5991.69678
[1694]	validation_0-mae:3957.75195	validation_1-mae:5991.71094
[1695]	validation_0-mae:3956.95606	validation_1-mae:5991.35742
[1696]	validation_0-mae:3956.37622	validation_1-mae:5991.40478
[1697]	validation_0-mae:3955.74243	validation_1-mae:5991.51123
[1698]	validation_0-mae:3955.47241	validation_1-mae:5991.53320
[1699]	validation_0-mae:3954.67676	validation_1-mae:5991.61084
Dropping: krajow
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75635	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50000	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.59912
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.96973
[31]	validation_0-mae:7320.76855	validation_1-mae:7292.48438
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.18701
[33]	validation_0-mae:7264.06689	validation_1-mae:7254.14551
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.18408
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.31201
[36]	validation_0-mae:7185.08740	validation_1-mae:7195.89600
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.46484
[38]	validation_0-mae:7142.17969	validation_1-mae:7163.96484
[39]	validation_0-mae:7120.81445	validation_1-mae:7146.78223
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.41309
[41]	validation_0-mae:7086.79443	validation_1-mae:7124.01758
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.27588
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.46924
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.41162
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.41797
[46]	validation_0-mae:6998.53857	validation_1-mae:7063.24609
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.48145
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.82031
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.40283
[50]	validation_0-mae:6920.67480	validation_1-mae:7005.99365
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.75244
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.80957
[53]	validation_0-mae:6871.32324	validation_1-mae:6968.04639
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.39160
[55]	validation_0-mae:6846.20459	validation_1-mae:6948.95068
[56]	validation_0-mae:6826.03076	validation_1-mae:6932.25781
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.68164
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.90869
[59]	validation_0-mae:6786.72754	validation_1-mae:6908.94580
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.41455
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.68066
[62]	validation_0-mae:6749.58740	validation_1-mae:6881.22949
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.75195
[64]	validation_0-mae:6721.70703	validation_1-mae:6858.30420
[65]	validation_0-mae:6710.04395	validation_1-mae:6849.59424
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.89160
[67]	validation_0-mae:6686.05078	validation_1-mae:6830.17432
[68]	validation_0-mae:6675.47510	validation_1-mae:6821.72217
[69]	validation_0-mae:6670.55078	validation_1-mae:6818.39893
[70]	validation_0-mae:6656.58936	validation_1-mae:6809.24756
[71]	validation_0-mae:6645.05908	validation_1-mae:6800.58008
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.83789
[73]	validation_0-mae:6626.81543	validation_1-mae:6789.44922
[74]	validation_0-mae:6615.48486	validation_1-mae:6782.39258
[75]	validation_0-mae:6594.62647	validation_1-mae:6763.67334
[76]	validation_0-mae:6584.61572	validation_1-mae:6755.95166
[77]	validation_0-mae:6580.52246	validation_1-mae:6751.52490
[78]	validation_0-mae:6571.61914	validation_1-mae:6744.17578
[79]	validation_0-mae:6562.51611	validation_1-mae:6739.40137
[80]	validation_0-mae:6553.35889	validation_1-mae:6730.72559
[81]	validation_0-mae:6540.77051	validation_1-mae:6722.53076
[82]	validation_0-mae:6534.70850	validation_1-mae:6718.05322
[83]	validation_0-mae:6526.16943	validation_1-mae:6711.43213
[84]	validation_0-mae:6519.55664	validation_1-mae:6708.60596
[85]	validation_0-mae:6510.32275	validation_1-mae:6701.93018
[86]	validation_0-mae:6502.94092	validation_1-mae:6699.00684
[87]	validation_0-mae:6490.16992	validation_1-mae:6688.97607
[88]	validation_0-mae:6477.60596	validation_1-mae:6683.13867
[89]	validation_0-mae:6471.63135	validation_1-mae:6677.20508
[90]	validation_0-mae:6465.46338	validation_1-mae:6673.39355
[91]	validation_0-mae:6457.59522	validation_1-mae:6666.43555
[92]	validation_0-mae:6450.43164	validation_1-mae:6662.81836
[93]	validation_0-mae:6442.52686	validation_1-mae:6659.67139
[94]	validation_0-mae:6435.18066	validation_1-mae:6654.32129
[95]	validation_0-mae:6427.90039	validation_1-mae:6648.76270
[96]	validation_0-mae:6421.48535	validation_1-mae:6644.77978
[97]	validation_0-mae:6411.04785	validation_1-mae:6638.39160
[98]	validation_0-mae:6403.91064	validation_1-mae:6632.06201
[99]	validation_0-mae:6396.84228	validation_1-mae:6627.28418
[100]	validation_0-mae:6388.18603	validation_1-mae:6620.32275
[101]	validation_0-mae:6385.47559	validation_1-mae:6618.74023
[102]	validation_0-mae:6377.70654	validation_1-mae:6615.61377
[103]	validation_0-mae:6372.88721	validation_1-mae:6611.12793
[104]	validation_0-mae:6367.11963	validation_1-mae:6607.15039
[105]	validation_0-mae:6361.61133	validation_1-mae:6602.82568
[106]	validation_0-mae:6354.73535	validation_1-mae:6600.15283
[107]	validation_0-mae:6351.73486	validation_1-mae:6598.70410
[108]	validation_0-mae:6347.29199	validation_1-mae:6595.95703
[109]	validation_0-mae:6340.40186	validation_1-mae:6591.04688
[110]	validation_0-mae:6332.76660	validation_1-mae:6585.40381
[111]	validation_0-mae:6328.40234	validation_1-mae:6583.30957
[112]	validation_0-mae:6324.09619	validation_1-mae:6579.30469
[113]	validation_0-mae:6317.14746	validation_1-mae:6574.83594
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[1654]	validation_0-mae:3978.10889	validation_1-mae:6009.66406
[1655]	validation_0-mae:3977.75488	validation_1-mae:6009.80615
[1656]	validation_0-mae:3976.98950	validation_1-mae:6010.11865
[1657]	validation_0-mae:3976.43726	validation_1-mae:6010.21289
[1658]	validation_0-mae:3975.95312	validation_1-mae:6010.21387
[1659]	validation_0-mae:3974.59497	validation_1-mae:6010.33740
[1660]	validation_0-mae:3974.08252	validation_1-mae:6010.15381
[1661]	validation_0-mae:3972.90015	validation_1-mae:6009.88672
[1662]	validation_0-mae:3972.15747	validation_1-mae:6009.71533
[1663]	validation_0-mae:3971.43091	validation_1-mae:6009.72754
[1664]	validation_0-mae:3970.51294	validation_1-mae:6009.68213
[1665]	validation_0-mae:3969.45947	validation_1-mae:6008.92822
[1666]	validation_0-mae:3968.96826	validation_1-mae:6009.03516
[1667]	validation_0-mae:3968.02222	validation_1-mae:6009.70605
[1668]	validation_0-mae:3967.17822	validation_1-mae:6009.74121
[1669]	validation_0-mae:3966.29590	validation_1-mae:6009.89453
[1670]	validation_0-mae:3965.61645	validation_1-mae:6009.75830
[1671]	validation_0-mae:3964.52417	validation_1-mae:6010.08691
[1672]	validation_0-mae:3963.77100	validation_1-mae:6010.22461
[1673]	validation_0-mae:3962.90479	validation_1-mae:6010.46143
[1674]	validation_0-mae:3962.45776	validation_1-mae:6010.10889
[1675]	validation_0-mae:3961.68945	validation_1-mae:6010.05078
[1676]	validation_0-mae:3960.68530	validation_1-mae:6010.46338
[1677]	validation_0-mae:3959.39966	validation_1-mae:6010.95020
[1678]	validation_0-mae:3959.04956	validation_1-mae:6010.90478
[1679]	validation_0-mae:3958.58398	validation_1-mae:6010.97314
[1680]	validation_0-mae:3958.14648	validation_1-mae:6011.12647
[1681]	validation_0-mae:3956.84497	validation_1-mae:6010.39355
[1682]	validation_0-mae:3956.08862	validation_1-mae:6010.33643
[1683]	validation_0-mae:3955.61865	validation_1-mae:6010.12647
[1684]	validation_0-mae:3955.06470	validation_1-mae:6009.71924
[1685]	validation_0-mae:3954.55737	validation_1-mae:6009.96094
[1686]	validation_0-mae:3953.38574	validation_1-mae:6010.09228
[1687]	validation_0-mae:3952.74097	validation_1-mae:6010.27197
[1688]	validation_0-mae:3952.23828	validation_1-mae:6010.15478
[1689]	validation_0-mae:3951.43848	validation_1-mae:6010.04004
[1690]	validation_0-mae:3950.74048	validation_1-mae:6010.03467
[1691]	validation_0-mae:3949.83862	validation_1-mae:6009.66211
[1692]	validation_0-mae:3949.09863	validation_1-mae:6010.43359
[1693]	validation_0-mae:3947.78882	validation_1-mae:6009.67871
[1694]	validation_0-mae:3946.47949	validation_1-mae:6009.58008
[1695]	validation_0-mae:3945.37891	validation_1-mae:6009.36816
[1696]	validation_0-mae:3944.42212	validation_1-mae:6009.55859
[1697]	validation_0-mae:3943.58154	validation_1-mae:6009.81836
[1698]	validation_0-mae:3942.69629	validation_1-mae:6009.45850
[1699]	validation_0-mae:3941.59619	validation_1-mae:6008.86523
Dropping: elek
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75635	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50000	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.71387
[30]	validation_0-mae:7361.33447	validation_1-mae:7329.10693
[31]	validation_0-mae:7320.76855	validation_1-mae:7292.63770
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.50586
[33]	validation_0-mae:7264.06689	validation_1-mae:7254.46436
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.50293
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.63086
[36]	validation_0-mae:7185.08740	validation_1-mae:7196.21484
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.78320
[38]	validation_0-mae:7142.17969	validation_1-mae:7164.28418
[39]	validation_0-mae:7120.81445	validation_1-mae:7147.10059
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.73193
[41]	validation_0-mae:7086.79443	validation_1-mae:7124.33643
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.59473
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.78809
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.73096
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.73730
[46]	validation_0-mae:6998.53857	validation_1-mae:7063.56543
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.80029
[48]	validation_0-mae:6963.79541	validation_1-mae:7036.13916
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.72168
[50]	validation_0-mae:6920.67480	validation_1-mae:7006.31299
[51]	validation_0-mae:6908.85303	validation_1-mae:6997.07129
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.92041
[53]	validation_0-mae:6871.32324	validation_1-mae:6968.15674
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.50147
[55]	validation_0-mae:6846.20459	validation_1-mae:6949.06152
[56]	validation_0-mae:6826.03076	validation_1-mae:6932.36816
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.79150
[58]	validation_0-mae:6803.71582	validation_1-mae:6917.01953
[59]	validation_0-mae:6786.72754	validation_1-mae:6909.05566
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.52441
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.72363
[62]	validation_0-mae:6749.58740	validation_1-mae:6881.27246
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.79492
[64]	validation_0-mae:6721.70703	validation_1-mae:6857.99853
[65]	validation_0-mae:6710.04395	validation_1-mae:6849.18213
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.47998
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.76318
[68]	validation_0-mae:6675.47510	validation_1-mae:6821.31103
[69]	validation_0-mae:6670.55078	validation_1-mae:6817.98779
[70]	validation_0-mae:6656.58936	validation_1-mae:6808.83643
[71]	validation_0-mae:6645.05908	validation_1-mae:6800.16895
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.42627
[73]	validation_0-mae:6626.81543	validation_1-mae:6789.03809
[74]	validation_0-mae:6615.44531	validation_1-mae:6781.90674
[75]	validation_0-mae:6594.58447	validation_1-mae:6763.19141
[76]	validation_0-mae:6584.57227	validation_1-mae:6755.47070
[77]	validation_0-mae:6580.47998	validation_1-mae:6751.04443
[78]	validation_0-mae:6571.57471	validation_1-mae:6743.69287
[79]	validation_0-mae:6562.46973	validation_1-mae:6738.91943
[80]	validation_0-mae:6553.31250	validation_1-mae:6730.28809
[81]	validation_0-mae:6540.72461	validation_1-mae:6722.09570
[82]	validation_0-mae:6534.66016	validation_1-mae:6717.61768
[83]	validation_0-mae:6526.12109	validation_1-mae:6711.01367
[84]	validation_0-mae:6519.50488	validation_1-mae:6708.18115
[85]	validation_0-mae:6510.27148	validation_1-mae:6701.48779
[86]	validation_0-mae:6502.89111	validation_1-mae:6698.56397
[87]	validation_0-mae:6490.11768	validation_1-mae:6688.49805
[88]	validation_0-mae:6477.55371	validation_1-mae:6682.63916
[89]	validation_0-mae:6471.57910	validation_1-mae:6676.70459
[90]	validation_0-mae:6465.41211	validation_1-mae:6672.88135
[91]	validation_0-mae:6457.54297	validation_1-mae:6665.92188
[92]	validation_0-mae:6450.37793	validation_1-mae:6662.30811
[93]	validation_0-mae:6442.47266	validation_1-mae:6659.16016
[94]	validation_0-mae:6435.12695	validation_1-mae:6653.82129
[95]	validation_0-mae:6427.84668	validation_1-mae:6648.24805
[96]	validation_0-mae:6421.42383	validation_1-mae:6644.25391
[97]	validation_0-mae:6410.98877	validation_1-mae:6637.86523
[98]	validation_0-mae:6403.85107	validation_1-mae:6631.53613
[99]	validation_0-mae:6396.78320	validation_1-mae:6626.80908
[100]	validation_0-mae:6388.12402	validation_1-mae:6619.83936
[101]	validation_0-mae:6385.41504	validation_1-mae:6618.25684
[102]	validation_0-mae:6377.64502	validation_1-mae:6615.07715
[103]	validation_0-mae:6372.82520	validation_1-mae:6610.59277
[104]	validation_0-mae:6367.05615	validation_1-mae:6606.61377
[105]	validation_0-mae:6362.55811	validation_1-mae:6604.08594
[106]	validation_0-mae:6358.72998	validation_1-mae:6600.06250
[107]	validation_0-mae:6349.83887	validation_1-mae:6595.77930
[108]	validation_0-mae:6346.18994	validation_1-mae:6593.95264
[109]	validation_0-mae:6333.95508	validation_1-mae:6584.75098
[110]	validation_0-mae:6327.82129	validation_1-mae:6579.81592
[111]	validation_0-mae:6319.35254	validation_1-mae:6573.39648
[112]	validation_0-mae:6312.48047	validation_1-mae:6568.35889
[113]	validation_0-mae:6308.04541	validation_1-mae:6565.09619
[114]	validation_0-mae:6304.73779	validation_1-mae:6562.56055
[115]	validation_0-mae:6300.12939	validation_1-mae:6559.41943
[116]	validation_0-mae:6292.90576	validation_1-mae:6554.64062
[117]	validation_0-mae:6291.09766	validation_1-mae:6554.77588
[118]	validation_0-mae:6285.96240	validation_1-mae:6551.02930
[119]	validation_0-mae:6278.62695	validation_1-mae:6547.80908
[120]	validation_0-mae:6272.15967	validation_1-mae:6543.30518
[121]	validation_0-mae:6265.87402	validation_1-mae:6538.84326
[122]	validation_0-mae:6262.80908	validation_1-mae:6537.30469
[123]	validation_0-mae:6258.66016	validation_1-mae:6534.17627
[124]	validation_0-mae:6255.08887	validation_1-mae:6533.22949
[125]	validation_0-mae:6245.60547	validation_1-mae:6525.36816
[126]	validation_0-mae:6238.31103	validation_1-mae:6522.67480
[127]	validation_0-mae:6233.67285	validation_1-mae:6520.51367
[128]	validation_0-mae:6230.62793	validation_1-mae:6519.78027
[129]	validation_0-mae:6224.03223	validation_1-mae:6518.60840
[130]	validation_0-mae:6220.90820	validation_1-mae:6517.28613
[131]	validation_0-mae:6214.78223	validation_1-mae:6513.56885
[132]	validation_0-mae:6211.48828	validation_1-mae:6512.50879
[133]	validation_0-mae:6207.75977	validation_1-mae:6510.53857
[134]	validation_0-mae:6203.27490	validation_1-mae:6506.54541
[135]	validation_0-mae:6198.12109	validation_1-mae:6503.49023
[136]	validation_0-mae:6192.38184	validation_1-mae:6500.62061
[137]	validation_0-mae:6186.58545	validation_1-mae:6497.38818
[138]	validation_0-mae:6184.45459	validation_1-mae:6496.78564
[139]	validation_0-mae:6180.71191	validation_1-mae:6494.17627
[140]	validation_0-mae:6175.68506	validation_1-mae:6490.38770
[141]	validation_0-mae:6169.76562	validation_1-mae:6487.68213
[142]	validation_0-mae:6165.12695	validation_1-mae:6483.88623
[143]	validation_0-mae:6160.46143	validation_1-mae:6481.36816
[144]	validation_0-mae:6156.34912	validation_1-mae:6479.82031
[145]	validation_0-mae:6152.66846	validation_1-mae:6479.18701
[146]	validation_0-mae:6150.89844	validation_1-mae:6478.21533
[147]	validation_0-mae:6145.59912	validation_1-mae:6476.60596
[148]	validation_0-mae:6143.62744	validation_1-mae:6476.42578
[149]	validation_0-mae:6141.17676	validation_1-mae:6475.78369
[150]	validation_0-mae:6136.54297	validation_1-mae:6473.24707
[151]	validation_0-mae:6131.21777	validation_1-mae:6470.54150
[152]	validation_0-mae:6127.01318	validation_1-mae:6468.35449
[153]	validation_0-mae:6121.22803	validation_1-mae:6464.32031
[154]	validation_0-mae:6116.40576	validation_1-mae:6461.76758
[155]	validation_0-mae:6114.54297	validation_1-mae:6460.44385
[156]	validation_0-mae:6111.69092	validation_1-mae:6458.57373
[157]	validation_0-mae:6104.90674	validation_1-mae:6452.64111
[158]	validation_0-mae:6101.82031	validation_1-mae:6451.74853
[159]	validation_0-mae:6100.02393	validation_1-mae:6450.08057
[160]	validation_0-mae:6096.41699	validation_1-mae:6447.40772
[161]	validation_0-mae:6091.83105	validation_1-mae:6445.17139
[162]	validation_0-mae:6088.90430	validation_1-mae:6443.54102
[163]	validation_0-mae:6085.64209	validation_1-mae:6441.33643
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[166]	validation_0-mae:6073.75488	validation_1-mae:6437.22168
[167]	validation_0-mae:6070.77539	validation_1-mae:6436.51025
[168]	validation_0-mae:6068.14160	validation_1-mae:6436.18262
[169]	validation_0-mae:6065.86426	validation_1-mae:6434.83936
[170]	validation_0-mae:6061.99756	validation_1-mae:6432.88818
[171]	validation_0-mae:6057.29297	validation_1-mae:6430.53223
[172]	validation_0-mae:6053.94385	validation_1-mae:6429.48828
[173]	validation_0-mae:6051.08008	validation_1-mae:6428.30615
[174]	validation_0-mae:6047.84131	validation_1-mae:6426.45557
[175]	validation_0-mae:6044.92383	validation_1-mae:6424.43603
[176]	validation_0-mae:6039.94287	validation_1-mae:6421.93115
[177]	validation_0-mae:6036.48877	validation_1-mae:6420.51709
[178]	validation_0-mae:6033.59424	validation_1-mae:6419.33740
[179]	validation_0-mae:6030.12842	validation_1-mae:6418.28125
[180]	validation_0-mae:6027.51074	validation_1-mae:6417.12793
[181]	validation_0-mae:6025.22949	validation_1-mae:6416.98975
[182]	validation_0-mae:6020.05420	validation_1-mae:6414.32324
[183]	validation_0-mae:6016.22656	validation_1-mae:6411.59717
[184]	validation_0-mae:6012.70361	validation_1-mae:6410.02832
[185]	validation_0-mae:6009.30176	validation_1-mae:6408.60059
[186]	validation_0-mae:6006.40918	validation_1-mae:6407.74023
[187]	validation_0-mae:6003.15088	validation_1-mae:6407.01855
[188]	validation_0-mae:5997.22412	validation_1-mae:6402.57520
[189]	validation_0-mae:5994.35156	validation_1-mae:6401.37207
[190]	validation_0-mae:5993.16309	validation_1-mae:6401.38818
[191]	validation_0-mae:5988.52051	validation_1-mae:6398.63281
[192]	validation_0-mae:5985.44385	validation_1-mae:6397.09570
[193]	validation_0-mae:5983.87305	validation_1-mae:6396.00684
[194]	validation_0-mae:5980.88037	validation_1-mae:6395.02197
[195]	validation_0-mae:5977.48682	validation_1-mae:6392.91650
[196]	validation_0-mae:5974.95703	validation_1-mae:6391.31934
[197]	validation_0-mae:5973.63574	validation_1-mae:6390.62207
[198]	validation_0-mae:5970.13428	validation_1-mae:6390.15527
[199]	validation_0-mae:5966.64648	validation_1-mae:6389.97314
[200]	validation_0-mae:5964.87353	validation_1-mae:6388.29492
[201]	validation_0-mae:5961.99609	validation_1-mae:6388.52881
[202]	validation_0-mae:5960.35059	validation_1-mae:6388.28711
[203]	validation_0-mae:5957.67627	validation_1-mae:6387.71631
[204]	validation_0-mae:5952.97168	validation_1-mae:6385.73877
[205]	validation_0-mae:5950.36816	validation_1-mae:6385.20459
[206]	validation_0-mae:5947.14355	validation_1-mae:6383.34375
[207]	validation_0-mae:5943.51270	validation_1-mae:6381.20605
[208]	validation_0-mae:5939.72656	validation_1-mae:6379.51318
[209]	validation_0-mae:5935.73535	validation_1-mae:6378.43262
[210]	validation_0-mae:5933.29199	validation_1-mae:6377.08398
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[1496]	validation_0-mae:4127.43897	validation_1-mae:5993.76807
[1497]	validation_0-mae:4126.98975	validation_1-mae:5993.44678
[1498]	validation_0-mae:4126.59228	validation_1-mae:5993.63965
[1499]	validation_0-mae:4125.86572	validation_1-mae:5993.27783
[1500]	validation_0-mae:4125.85156	validation_1-mae:5993.29834
[1501]	validation_0-mae:4125.31836	validation_1-mae:5992.97852
[1502]	validation_0-mae:4124.49121	validation_1-mae:5993.09277
[1503]	validation_0-mae:4123.30566	validation_1-mae:5993.11572
[1504]	validation_0-mae:4122.28223	validation_1-mae:5993.34082
[1505]	validation_0-mae:4121.93945	validation_1-mae:5993.45166
[1506]	validation_0-mae:4120.92627	validation_1-mae:5993.68945
[1507]	validation_0-mae:4120.16504	validation_1-mae:5994.01025
[1508]	validation_0-mae:4119.71338	validation_1-mae:5993.90234
[1509]	validation_0-mae:4118.85596	validation_1-mae:5994.34522
[1510]	validation_0-mae:4118.24951	validation_1-mae:5994.37061
[1511]	validation_0-mae:4117.34814	validation_1-mae:5994.33936
[1512]	validation_0-mae:4116.49023	validation_1-mae:5994.32568
[1513]	validation_0-mae:4115.46094	validation_1-mae:5993.95996
[1514]	validation_0-mae:4114.87158	validation_1-mae:5994.18506
[1515]	validation_0-mae:4113.99365	validation_1-mae:5994.38916
[1516]	validation_0-mae:4113.45264	validation_1-mae:5994.44775
[1517]	validation_0-mae:4112.85742	validation_1-mae:5994.14014
[1518]	validation_0-mae:4112.70166	validation_1-mae:5994.17773
[1519]	validation_0-mae:4111.84717	validation_1-mae:5993.82422
[1520]	validation_0-mae:4110.47070	validation_1-mae:5993.96875
[1521]	validation_0-mae:4109.53418	validation_1-mae:5993.88867
[1522]	validation_0-mae:4108.35938	validation_1-mae:5993.91504
[1523]	validation_0-mae:4107.73242	validation_1-mae:5994.24268
[1524]	validation_0-mae:4107.15576	validation_1-mae:5994.04980
[1525]	validation_0-mae:4106.62695	validation_1-mae:5993.96338
[1526]	validation_0-mae:4105.97900	validation_1-mae:5993.93750
[1527]	validation_0-mae:4105.30420	validation_1-mae:5993.98096
[1528]	validation_0-mae:4103.88770	validation_1-mae:5994.41113
[1529]	validation_0-mae:4103.33203	validation_1-mae:5994.45947
[1530]	validation_0-mae:4102.80469	validation_1-mae:5994.46484
[1531]	validation_0-mae:4101.71680	validation_1-mae:5994.18603
[1532]	validation_0-mae:4100.56152	validation_1-mae:5993.81299
[1533]	validation_0-mae:4100.08105	validation_1-mae:5993.86182
[1534]	validation_0-mae:4098.81641	validation_1-mae:5993.57129
[1535]	validation_0-mae:4098.26221	validation_1-mae:5993.78027
[1536]	validation_0-mae:4097.43994	validation_1-mae:5993.48340
[1537]	validation_0-mae:4096.65186	validation_1-mae:5993.62891
[1538]	validation_0-mae:4096.13916	validation_1-mae:5993.83496
[1539]	validation_0-mae:4095.32715	validation_1-mae:5994.04395
[1540]	validation_0-mae:4094.90063	validation_1-mae:5993.98047
[1541]	validation_0-mae:4093.42188	validation_1-mae:5994.18359
[1542]	validation_0-mae:4092.07251	validation_1-mae:5994.11865
[1543]	validation_0-mae:4091.25415	validation_1-mae:5994.01221
[1544]	validation_0-mae:4090.75806	validation_1-mae:5993.84277
[1545]	validation_0-mae:4090.00610	validation_1-mae:5994.23486
[1546]	validation_0-mae:4088.94360	validation_1-mae:5993.66406
[1547]	validation_0-mae:4087.47852	validation_1-mae:5993.13037
[1548]	validation_0-mae:4086.22241	validation_1-mae:5992.56738
[1549]	validation_0-mae:4085.55322	validation_1-mae:5992.21289
[1550]	validation_0-mae:4084.70947	validation_1-mae:5992.27588
[1551]	validation_0-mae:4083.92529	validation_1-mae:5992.39893
[1552]	validation_0-mae:4082.89819	validation_1-mae:5992.22217
[1553]	validation_0-mae:4082.03345	validation_1-mae:5992.01270
[1554]	validation_0-mae:4081.34033	validation_1-mae:5991.92529
[1555]	validation_0-mae:4080.44897	validation_1-mae:5991.80908
[1556]	validation_0-mae:4079.33740	validation_1-mae:5991.95703
[1557]	validation_0-mae:4078.30664	validation_1-mae:5991.82275
[1558]	validation_0-mae:4077.28711	validation_1-mae:5991.75928
[1559]	validation_0-mae:4075.72217	validation_1-mae:5991.75293
[1560]	validation_0-mae:4074.31885	validation_1-mae:5991.23242
[1561]	validation_0-mae:4073.40723	validation_1-mae:5991.06738
[1562]	validation_0-mae:4072.69141	validation_1-mae:5991.01416
[1563]	validation_0-mae:4071.92285	validation_1-mae:5991.00732
[1564]	validation_0-mae:4071.25659	validation_1-mae:5991.01758
[1565]	validation_0-mae:4070.54272	validation_1-mae:5990.63770
[1566]	validation_0-mae:4069.24707	validation_1-mae:5990.51855
[1567]	validation_0-mae:4068.66333	validation_1-mae:5990.55859
[1568]	validation_0-mae:4068.07031	validation_1-mae:5990.47266
[1569]	validation_0-mae:4067.05835	validation_1-mae:5990.80322
[1570]	validation_0-mae:4065.72583	validation_1-mae:5990.64648
[1571]	validation_0-mae:4064.86060	validation_1-mae:5990.44482
[1572]	validation_0-mae:4063.28857	validation_1-mae:5991.00049
[1573]	validation_0-mae:4061.95996	validation_1-mae:5991.40869
[1574]	validation_0-mae:4061.38232	validation_1-mae:5991.71240
[1575]	validation_0-mae:4060.75171	validation_1-mae:5991.81494
[1576]	validation_0-mae:4059.90747	validation_1-mae:5991.64746
[1577]	validation_0-mae:4059.32519	validation_1-mae:5991.88818
[1578]	validation_0-mae:4058.55103	validation_1-mae:5992.10596
[1579]	validation_0-mae:4057.97925	validation_1-mae:5991.67285
[1580]	validation_0-mae:4056.97510	validation_1-mae:5991.96387
[1581]	validation_0-mae:4055.94409	validation_1-mae:5992.28613
[1582]	validation_0-mae:4054.73169	validation_1-mae:5991.97217
[1583]	validation_0-mae:4053.70435	validation_1-mae:5992.33984
[1584]	validation_0-mae:4052.82642	validation_1-mae:5992.42529
[1585]	validation_0-mae:4052.20166	validation_1-mae:5992.49463
[1586]	validation_0-mae:4051.18433	validation_1-mae:5992.30762
[1587]	validation_0-mae:4050.23315	validation_1-mae:5992.38281
[1588]	validation_0-mae:4049.64941	validation_1-mae:5992.81934
[1589]	validation_0-mae:4048.02686	validation_1-mae:5991.78906
[1590]	validation_0-mae:4047.70459	validation_1-mae:5991.65234
[1591]	validation_0-mae:4047.06274	validation_1-mae:5992.08984
[1592]	validation_0-mae:4046.12158	validation_1-mae:5991.99561
[1593]	validation_0-mae:4045.25415	validation_1-mae:5991.93799
[1594]	validation_0-mae:4044.66577	validation_1-mae:5991.73877
[1595]	validation_0-mae:4044.24878	validation_1-mae:5991.96728
[1596]	validation_0-mae:4043.89429	validation_1-mae:5992.13916
[1597]	validation_0-mae:4043.49097	validation_1-mae:5992.19336
[1598]	validation_0-mae:4042.70801	validation_1-mae:5991.99902
[1599]	validation_0-mae:4042.00049	validation_1-mae:5991.99072
[1600]	validation_0-mae:4041.18286	validation_1-mae:5991.59863
[1601]	validation_0-mae:4040.58179	validation_1-mae:5991.88770
[1602]	validation_0-mae:4040.31763	validation_1-mae:5991.91016
[1603]	validation_0-mae:4039.83496	validation_1-mae:5992.02783
[1604]	validation_0-mae:4038.83350	validation_1-mae:5991.77930
[1605]	validation_0-mae:4038.21118	validation_1-mae:5991.61328
[1606]	validation_0-mae:4037.42822	validation_1-mae:5992.17725
[1607]	validation_0-mae:4037.23242	validation_1-mae:5992.13281
[1608]	validation_0-mae:4036.53442	validation_1-mae:5991.86230
[1609]	validation_0-mae:4035.74512	validation_1-mae:5991.69336
[1610]	validation_0-mae:4034.71875	validation_1-mae:5991.47559
[1611]	validation_0-mae:4034.06763	validation_1-mae:5991.45410
[1612]	validation_0-mae:4032.81348	validation_1-mae:5991.03516
[1613]	validation_0-mae:4031.12256	validation_1-mae:5990.94775
[1614]	validation_0-mae:4029.86401	validation_1-mae:5992.58252
[1615]	validation_0-mae:4029.21460	validation_1-mae:5992.41260
[1616]	validation_0-mae:4028.53418	validation_1-mae:5992.29785
[1617]	validation_0-mae:4028.00171	validation_1-mae:5992.17285
[1618]	validation_0-mae:4027.14087	validation_1-mae:5991.98584
[1619]	validation_0-mae:4026.00220	validation_1-mae:5992.03076
[1620]	validation_0-mae:4025.84766	validation_1-mae:5992.24268
[1621]	validation_0-mae:4025.23608	validation_1-mae:5991.97998
[1622]	validation_0-mae:4024.63086	validation_1-mae:5991.86621
[1623]	validation_0-mae:4023.82031	validation_1-mae:5991.71387
[1624]	validation_0-mae:4023.38989	validation_1-mae:5991.56543
[1625]	validation_0-mae:4022.87695	validation_1-mae:5991.74805
[1626]	validation_0-mae:4021.73584	validation_1-mae:5992.15088
[1627]	validation_0-mae:4020.90552	validation_1-mae:5992.10693
[1628]	validation_0-mae:4019.85596	validation_1-mae:5991.95752
[1629]	validation_0-mae:4018.72217	validation_1-mae:5991.68164
[1630]	validation_0-mae:4017.71582	validation_1-mae:5991.91016
[1631]	validation_0-mae:4016.64062	validation_1-mae:5992.09228
[1632]	validation_0-mae:4015.12012	validation_1-mae:5992.44238
[1633]	validation_0-mae:4014.84399	validation_1-mae:5992.34766
[1634]	validation_0-mae:4014.13428	validation_1-mae:5992.22803
[1635]	validation_0-mae:4014.04346	validation_1-mae:5992.19873
[1636]	validation_0-mae:4013.72290	validation_1-mae:5992.00586
[1637]	validation_0-mae:4013.26294	validation_1-mae:5991.90332
[1638]	validation_0-mae:4013.18091	validation_1-mae:5991.91016
[1639]	validation_0-mae:4012.38599	validation_1-mae:5992.10498
[1640]	validation_0-mae:4011.53491	validation_1-mae:5991.74219
[1641]	validation_0-mae:4011.11401	validation_1-mae:5991.79395
[1642]	validation_0-mae:4010.99341	validation_1-mae:5991.73047
[1643]	validation_0-mae:4010.71411	validation_1-mae:5991.65283
[1644]	validation_0-mae:4009.93140	validation_1-mae:5991.60205
[1645]	validation_0-mae:4007.78247	validation_1-mae:5991.02490
[1646]	validation_0-mae:4006.72437	validation_1-mae:5991.21582
[1647]	validation_0-mae:4005.95361	validation_1-mae:5990.89795
[1648]	validation_0-mae:4005.46313	validation_1-mae:5991.15527
[1649]	validation_0-mae:4005.01489	validation_1-mae:5991.33252
[1650]	validation_0-mae:4004.02686	validation_1-mae:5991.02588
[1651]	validation_0-mae:4002.95923	validation_1-mae:5990.75732
[1652]	validation_0-mae:4002.24854	validation_1-mae:5990.98730
[1653]	validation_0-mae:4001.16846	validation_1-mae:5990.82666
[1654]	validation_0-mae:4000.47070	validation_1-mae:5990.98193
[1655]	validation_0-mae:3999.85352	validation_1-mae:5991.06445
[1656]	validation_0-mae:3998.73340	validation_1-mae:5990.91699
[1657]	validation_0-mae:3998.28931	validation_1-mae:5991.00977
[1658]	validation_0-mae:3997.71436	validation_1-mae:5990.87402
[1659]	validation_0-mae:3997.22339	validation_1-mae:5990.79492
[1660]	validation_0-mae:3996.71997	validation_1-mae:5990.70508
[1661]	validation_0-mae:3995.98511	validation_1-mae:5990.85156
[1662]	validation_0-mae:3995.21875	validation_1-mae:5990.90186
[1663]	validation_0-mae:3993.90186	validation_1-mae:5991.00635
[1664]	validation_0-mae:3992.71167	validation_1-mae:5991.65967
[1665]	validation_0-mae:3991.93628	validation_1-mae:5991.81103
[1666]	validation_0-mae:3990.41113	validation_1-mae:5991.02051
[1667]	validation_0-mae:3989.68066	validation_1-mae:5990.68799
[1668]	validation_0-mae:3989.30029	validation_1-mae:5990.75342
[1669]	validation_0-mae:3988.88208	validation_1-mae:5991.12842
[1670]	validation_0-mae:3987.71216	validation_1-mae:5990.67773
[1671]	validation_0-mae:3987.12988	validation_1-mae:5990.75391
[1672]	validation_0-mae:3986.66602	validation_1-mae:5990.84424
[1673]	validation_0-mae:3986.56543	validation_1-mae:5990.97412
[1674]	validation_0-mae:3985.90356	validation_1-mae:5991.03906
[1675]	validation_0-mae:3985.40747	validation_1-mae:5990.81250
[1676]	validation_0-mae:3984.87817	validation_1-mae:5990.71533
[1677]	validation_0-mae:3984.86108	validation_1-mae:5990.72412
[1678]	validation_0-mae:3984.30444	validation_1-mae:5990.79932
[1679]	validation_0-mae:3983.44727	validation_1-mae:5991.22510
[1680]	validation_0-mae:3982.65845	validation_1-mae:5991.59326
[1681]	validation_0-mae:3982.05103	validation_1-mae:5991.17090
[1682]	validation_0-mae:3980.82983	validation_1-mae:5990.96338
[1683]	validation_0-mae:3979.76318	validation_1-mae:5990.96582
[1684]	validation_0-mae:3978.58789	validation_1-mae:5990.85059
[1685]	validation_0-mae:3978.32690	validation_1-mae:5990.98193
[1686]	validation_0-mae:3977.79492	validation_1-mae:5991.23389
[1687]	validation_0-mae:3975.89111	validation_1-mae:5991.44531
[1688]	validation_0-mae:3974.96606	validation_1-mae:5992.01758
[1689]	validation_0-mae:3973.14282	validation_1-mae:5992.45117
[1690]	validation_0-mae:3971.76978	validation_1-mae:5992.65625
[1691]	validation_0-mae:3971.41577	validation_1-mae:5992.71436
[1692]	validation_0-mae:3970.04907	validation_1-mae:5992.75000
[1693]	validation_0-mae:3969.78516	validation_1-mae:5992.82422
[1694]	validation_0-mae:3969.45996	validation_1-mae:5993.01758
[1695]	validation_0-mae:3968.25684	validation_1-mae:5992.61719
[1696]	validation_0-mae:3967.51318	validation_1-mae:5992.75293
[1697]	validation_0-mae:3966.64746	validation_1-mae:5992.52148
[1698]	validation_0-mae:3965.84180	validation_1-mae:5992.12500
[1699]	validation_0-mae:3964.78857	validation_1-mae:5992.06689
Dropping: wad
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75635	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.39307
[27]	validation_0-mae:7488.50000	validation_1-mae:7434.36230
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.27246
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.10205
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.47266
[31]	validation_0-mae:7320.76855	validation_1-mae:7291.93408
[32]	validation_0-mae:7292.27344	validation_1-mae:7274.63623
[33]	validation_0-mae:7264.06689	validation_1-mae:7253.59473
[34]	validation_0-mae:7233.79004	validation_1-mae:7233.63330
[35]	validation_0-mae:7202.32031	validation_1-mae:7208.76123
[36]	validation_0-mae:7185.08740	validation_1-mae:7195.34570
[37]	validation_0-mae:7167.61963	validation_1-mae:7184.91309
[38]	validation_0-mae:7142.17969	validation_1-mae:7163.41406
[39]	validation_0-mae:7120.81445	validation_1-mae:7146.23145
[40]	validation_0-mae:7102.98682	validation_1-mae:7135.86230
[41]	validation_0-mae:7086.79443	validation_1-mae:7123.46680
[42]	validation_0-mae:7069.74609	validation_1-mae:7112.72510
[43]	validation_0-mae:7049.70898	validation_1-mae:7098.91895
[44]	validation_0-mae:7033.69287	validation_1-mae:7085.86084
[45]	validation_0-mae:7014.76465	validation_1-mae:7072.70166
[46]	validation_0-mae:6998.53857	validation_1-mae:7062.52978
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[1590]	validation_0-mae:4049.79028	validation_1-mae:5986.76367
[1591]	validation_0-mae:4049.73022	validation_1-mae:5986.87256
[1592]	validation_0-mae:4049.40601	validation_1-mae:5986.77100
[1593]	validation_0-mae:4048.60327	validation_1-mae:5986.81299
[1594]	validation_0-mae:4047.64014	validation_1-mae:5986.90478
[1595]	validation_0-mae:4046.33398	validation_1-mae:5986.92773
[1596]	validation_0-mae:4045.85742	validation_1-mae:5986.84033
[1597]	validation_0-mae:4045.61621	validation_1-mae:5987.10791
[1598]	validation_0-mae:4044.64185	validation_1-mae:5987.05859
[1599]	validation_0-mae:4043.77270	validation_1-mae:5987.22998
[1600]	validation_0-mae:4041.76392	validation_1-mae:5986.41650
[1601]	validation_0-mae:4040.85742	validation_1-mae:5986.13428
[1602]	validation_0-mae:4039.23462	validation_1-mae:5986.01025
[1603]	validation_0-mae:4038.31934	validation_1-mae:5986.11865
[1604]	validation_0-mae:4037.20850	validation_1-mae:5985.73340
[1605]	validation_0-mae:4035.92676	validation_1-mae:5985.63916
[1606]	validation_0-mae:4034.89038	validation_1-mae:5985.37256
[1607]	validation_0-mae:4034.04761	validation_1-mae:5985.64404
[1608]	validation_0-mae:4033.79346	validation_1-mae:5985.60693
[1609]	validation_0-mae:4033.54810	validation_1-mae:5985.67480
[1610]	validation_0-mae:4032.21509	validation_1-mae:5985.90234
[1611]	validation_0-mae:4031.33325	validation_1-mae:5985.65723
[1612]	validation_0-mae:4030.59497	validation_1-mae:5985.79443
[1613]	validation_0-mae:4029.34326	validation_1-mae:5985.15137
[1614]	validation_0-mae:4028.27686	validation_1-mae:5985.24316
[1615]	validation_0-mae:4027.28906	validation_1-mae:5985.39600
[1616]	validation_0-mae:4026.06592	validation_1-mae:5985.74902
[1617]	validation_0-mae:4025.31714	validation_1-mae:5985.94824
[1618]	validation_0-mae:4024.39331	validation_1-mae:5986.27051
[1619]	validation_0-mae:4023.65576	validation_1-mae:5986.10449
[1620]	validation_0-mae:4023.26074	validation_1-mae:5986.47070
[1621]	validation_0-mae:4022.49609	validation_1-mae:5986.31152
[1622]	validation_0-mae:4021.21558	validation_1-mae:5986.83643
[1623]	validation_0-mae:4020.19092	validation_1-mae:5986.71875
[1624]	validation_0-mae:4019.69800	validation_1-mae:5986.75439
[1625]	validation_0-mae:4018.72730	validation_1-mae:5986.68457
[1626]	validation_0-mae:4018.24756	validation_1-mae:5986.80713
[1627]	validation_0-mae:4016.82007	validation_1-mae:5987.25195
[1628]	validation_0-mae:4014.78345	validation_1-mae:5987.71533
[1629]	validation_0-mae:4013.35889	validation_1-mae:5987.95508
[1630]	validation_0-mae:4012.15039	validation_1-mae:5987.59473
[1631]	validation_0-mae:4011.06055	validation_1-mae:5987.77002
[1632]	validation_0-mae:4009.89453	validation_1-mae:5987.18750
[1633]	validation_0-mae:4009.03760	validation_1-mae:5987.50732
[1634]	validation_0-mae:4007.70825	validation_1-mae:5987.47754
[1635]	validation_0-mae:4006.61231	validation_1-mae:5987.69873
[1636]	validation_0-mae:4004.68579	validation_1-mae:5987.55957
[1637]	validation_0-mae:4003.47998	validation_1-mae:5987.16846
[1638]	validation_0-mae:4002.31958	validation_1-mae:5987.31592
[1639]	validation_0-mae:4001.67236	validation_1-mae:5987.40967
[1640]	validation_0-mae:4000.91260	validation_1-mae:5987.87207
[1641]	validation_0-mae:3999.74536	validation_1-mae:5988.24170
[1642]	validation_0-mae:3998.98096	validation_1-mae:5988.42383
[1643]	validation_0-mae:3997.72900	validation_1-mae:5988.97705
[1644]	validation_0-mae:3996.62573	validation_1-mae:5988.55420
[1645]	validation_0-mae:3995.52173	validation_1-mae:5988.66602
[1646]	validation_0-mae:3994.65015	validation_1-mae:5988.78760
[1647]	validation_0-mae:3993.33252	validation_1-mae:5989.04590
[1648]	validation_0-mae:3992.23926	validation_1-mae:5988.79248
[1649]	validation_0-mae:3991.26953	validation_1-mae:5989.09033
[1650]	validation_0-mae:3990.71143	validation_1-mae:5989.25342
[1651]	validation_0-mae:3989.38110	validation_1-mae:5988.64697
[1652]	validation_0-mae:3988.77710	validation_1-mae:5988.82666
[1653]	validation_0-mae:3987.10181	validation_1-mae:5988.42139
[1654]	validation_0-mae:3986.39893	validation_1-mae:5988.70898
[1655]	validation_0-mae:3986.07056	validation_1-mae:5988.63916
[1656]	validation_0-mae:3985.63696	validation_1-mae:5988.59570
[1657]	validation_0-mae:3983.83887	validation_1-mae:5988.39062
[1658]	validation_0-mae:3983.00293	validation_1-mae:5988.21826
[1659]	validation_0-mae:3981.99805	validation_1-mae:5987.81299
[1660]	validation_0-mae:3981.32519	validation_1-mae:5987.95264
[1661]	validation_0-mae:3980.08740	validation_1-mae:5988.17529
[1662]	validation_0-mae:3979.34399	validation_1-mae:5988.20654
[1663]	validation_0-mae:3978.33154	validation_1-mae:5987.90576
[1664]	validation_0-mae:3977.13843	validation_1-mae:5988.45703
[1665]	validation_0-mae:3975.83179	validation_1-mae:5988.22461
[1666]	validation_0-mae:3974.86938	validation_1-mae:5988.32666
[1667]	validation_0-mae:3974.23340	validation_1-mae:5987.99023
[1668]	validation_0-mae:3973.44336	validation_1-mae:5987.77686
[1669]	validation_0-mae:3972.69336	validation_1-mae:5987.91846
[1670]	validation_0-mae:3972.07544	validation_1-mae:5987.90576
[1671]	validation_0-mae:3971.49121	validation_1-mae:5987.86475
[1672]	validation_0-mae:3970.36108	validation_1-mae:5987.67383
[1673]	validation_0-mae:3970.03980	validation_1-mae:5987.83350
[1674]	validation_0-mae:3968.93726	validation_1-mae:5987.64014
[1675]	validation_0-mae:3968.33984	validation_1-mae:5987.59961
[1676]	validation_0-mae:3968.19287	validation_1-mae:5987.63623
[1677]	validation_0-mae:3967.57007	validation_1-mae:5987.10352
[1678]	validation_0-mae:3966.74609	validation_1-mae:5987.12353
[1679]	validation_0-mae:3966.06665	validation_1-mae:5987.32617
[1680]	validation_0-mae:3965.23755	validation_1-mae:5987.25049
[1681]	validation_0-mae:3964.60718	validation_1-mae:5987.23682
[1682]	validation_0-mae:3963.46875	validation_1-mae:5987.35498
[1683]	validation_0-mae:3962.38428	validation_1-mae:5987.62158
[1684]	validation_0-mae:3961.91113	validation_1-mae:5987.38965
[1685]	validation_0-mae:3961.26440	validation_1-mae:5987.14307
[1686]	validation_0-mae:3960.28369	validation_1-mae:5986.94678
[1687]	validation_0-mae:3959.24780	validation_1-mae:5987.32373
[1688]	validation_0-mae:3958.40820	validation_1-mae:5987.27881
[1689]	validation_0-mae:3957.56323	validation_1-mae:5987.14795
[1690]	validation_0-mae:3957.01856	validation_1-mae:5987.13965
[1691]	validation_0-mae:3956.14478	validation_1-mae:5987.07373
[1692]	validation_0-mae:3955.06592	validation_1-mae:5987.46191
[1693]	validation_0-mae:3953.68750	validation_1-mae:5987.86133
[1694]	validation_0-mae:3952.95288	validation_1-mae:5988.14648
[1695]	validation_0-mae:3951.87109	validation_1-mae:5988.22168
[1696]	validation_0-mae:3950.62793	validation_1-mae:5988.44531
[1697]	validation_0-mae:3949.55640	validation_1-mae:5988.34180
[1698]	validation_0-mae:3948.65991	validation_1-mae:5988.38232
[1699]	validation_0-mae:3947.76416	validation_1-mae:5988.74414
Dropping: province_nordrhein-westfalen
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65234
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50049	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.59912
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.96973
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.48438
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.01514
[33]	validation_0-mae:7264.06689	validation_1-mae:7253.97363
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.01221
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.13965
[36]	validation_0-mae:7185.08740	validation_1-mae:7195.72412
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.29199
[38]	validation_0-mae:7142.17969	validation_1-mae:7163.79248
[39]	validation_0-mae:7120.81445	validation_1-mae:7146.60986
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.24072
[41]	validation_0-mae:7086.79443	validation_1-mae:7123.84473
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.10352
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.29736
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.23926
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.08057
[46]	validation_0-mae:6998.53857	validation_1-mae:7062.90869
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.14307
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.48242
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.31006
[50]	validation_0-mae:6920.67480	validation_1-mae:7005.90088
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.65967
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.71728
[53]	validation_0-mae:6871.32324	validation_1-mae:6967.95361
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.29834
[55]	validation_0-mae:6846.20459	validation_1-mae:6948.85840
[56]	validation_0-mae:6826.03076	validation_1-mae:6932.16504
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.58838
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.81641
[59]	validation_0-mae:6786.72754	validation_1-mae:6908.85254
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.32129
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.52051
[62]	validation_0-mae:6749.58740	validation_1-mae:6880.88281
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.40527
[64]	validation_0-mae:6721.70703	validation_1-mae:6857.68311
[65]	validation_0-mae:6710.04395	validation_1-mae:6848.97314
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.27148
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.55420
[68]	validation_0-mae:6675.47510	validation_1-mae:6821.10156
[69]	validation_0-mae:6670.55078	validation_1-mae:6817.77832
[70]	validation_0-mae:6656.58936	validation_1-mae:6808.62695
[71]	validation_0-mae:6645.05908	validation_1-mae:6799.95947
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.21728
[73]	validation_0-mae:6626.81543	validation_1-mae:6788.82910
[74]	validation_0-mae:6615.44531	validation_1-mae:6781.69727
[75]	validation_0-mae:6594.58447	validation_1-mae:6762.98242
[76]	validation_0-mae:6584.57227	validation_1-mae:6755.26123
[77]	validation_0-mae:6580.47998	validation_1-mae:6750.83545
[78]	validation_0-mae:6571.57471	validation_1-mae:6743.48389
[79]	validation_0-mae:6562.46973	validation_1-mae:6738.70996
[80]	validation_0-mae:6553.31299	validation_1-mae:6730.07910
[81]	validation_0-mae:6540.72461	validation_1-mae:6721.88623
[82]	validation_0-mae:6534.66016	validation_1-mae:6717.40820
[83]	validation_0-mae:6526.12109	validation_1-mae:6710.78613
[84]	validation_0-mae:6519.50488	validation_1-mae:6707.95410
[85]	validation_0-mae:6510.27148	validation_1-mae:6701.48193
[86]	validation_0-mae:6502.89111	validation_1-mae:6698.55762
[87]	validation_0-mae:6490.11768	validation_1-mae:6688.49219
[88]	validation_0-mae:6477.55420	validation_1-mae:6682.63379
[89]	validation_0-mae:6471.57910	validation_1-mae:6676.69873
[90]	validation_0-mae:6465.41211	validation_1-mae:6672.87500
[91]	validation_0-mae:6457.54297	validation_1-mae:6665.91650
[92]	validation_0-mae:6450.37793	validation_1-mae:6662.45752
[93]	validation_0-mae:6442.47266	validation_1-mae:6659.30957
[94]	validation_0-mae:6435.12744	validation_1-mae:6653.97022
[95]	validation_0-mae:6427.84668	validation_1-mae:6648.41162
[96]	validation_0-mae:6421.42432	validation_1-mae:6644.61523
[97]	validation_0-mae:6410.98877	validation_1-mae:6638.22656
[98]	validation_0-mae:6403.85107	validation_1-mae:6631.89746
[99]	validation_0-mae:6396.78320	validation_1-mae:6627.17041
[100]	validation_0-mae:6388.12402	validation_1-mae:6620.20068
[101]	validation_0-mae:6385.41504	validation_1-mae:6618.61816
[102]	validation_0-mae:6377.64502	validation_1-mae:6615.49316
[103]	validation_0-mae:6372.82520	validation_1-mae:6611.00781
[104]	validation_0-mae:6367.05615	validation_1-mae:6607.02978
[105]	validation_0-mae:6362.55811	validation_1-mae:6604.50195
[106]	validation_0-mae:6358.72998	validation_1-mae:6600.47803
[107]	validation_0-mae:6349.83887	validation_1-mae:6596.19531
[108]	validation_0-mae:6346.18994	validation_1-mae:6594.36865
[109]	validation_0-mae:6333.95508	validation_1-mae:6585.16699
[110]	validation_0-mae:6327.82129	validation_1-mae:6580.23145
[111]	validation_0-mae:6319.35303	validation_1-mae:6573.81201
[112]	validation_0-mae:6312.48047	validation_1-mae:6568.77441
[113]	validation_0-mae:6308.04541	validation_1-mae:6565.51172
[114]	validation_0-mae:6304.73779	validation_1-mae:6562.97559
[115]	validation_0-mae:6300.12939	validation_1-mae:6559.83496
[116]	validation_0-mae:6292.90576	validation_1-mae:6555.05664
[117]	validation_0-mae:6291.09766	validation_1-mae:6555.19141
[118]	validation_0-mae:6285.96240	validation_1-mae:6551.44482
[119]	validation_0-mae:6278.62695	validation_1-mae:6548.06885
[120]	validation_0-mae:6272.15967	validation_1-mae:6543.56445
[121]	validation_0-mae:6265.87402	validation_1-mae:6539.10303
[122]	validation_0-mae:6262.80908	validation_1-mae:6537.56445
[123]	validation_0-mae:6258.66016	validation_1-mae:6534.43555
[124]	validation_0-mae:6255.08887	validation_1-mae:6533.48926
[125]	validation_0-mae:6245.60547	validation_1-mae:6525.62744
[126]	validation_0-mae:6238.31103	validation_1-mae:6522.93408
[127]	validation_0-mae:6233.67285	validation_1-mae:6520.77344
[128]	validation_0-mae:6230.62793	validation_1-mae:6520.02588
[129]	validation_0-mae:6224.03223	validation_1-mae:6518.85498
[130]	validation_0-mae:6220.90820	validation_1-mae:6517.53223
[131]	validation_0-mae:6214.78223	validation_1-mae:6513.81494
[132]	validation_0-mae:6211.48828	validation_1-mae:6512.75439
[133]	validation_0-mae:6207.75977	validation_1-mae:6510.78516
[134]	validation_0-mae:6203.27490	validation_1-mae:6506.79199
[135]	validation_0-mae:6198.12109	validation_1-mae:6503.73633
[136]	validation_0-mae:6192.38184	validation_1-mae:6500.85010
[137]	validation_0-mae:6186.58545	validation_1-mae:6497.61963
[138]	validation_0-mae:6184.45459	validation_1-mae:6497.01562
[139]	validation_0-mae:6180.71191	validation_1-mae:6494.40820
[140]	validation_0-mae:6175.68506	validation_1-mae:6490.62207
[141]	validation_0-mae:6169.76562	validation_1-mae:6487.91797
[142]	validation_0-mae:6165.12695	validation_1-mae:6484.11865
[143]	validation_0-mae:6160.46143	validation_1-mae:6481.60059
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[1684]	validation_0-mae:3982.76856	validation_1-mae:5989.19824
[1685]	validation_0-mae:3981.83838	validation_1-mae:5989.47656
[1686]	validation_0-mae:3981.54053	validation_1-mae:5989.44629
[1687]	validation_0-mae:3980.84619	validation_1-mae:5989.68652
[1688]	validation_0-mae:3980.10767	validation_1-mae:5989.29395
[1689]	validation_0-mae:3979.65576	validation_1-mae:5989.43115
[1690]	validation_0-mae:3979.16309	validation_1-mae:5989.33154
[1691]	validation_0-mae:3978.90747	validation_1-mae:5989.38232
[1692]	validation_0-mae:3977.93579	validation_1-mae:5989.54980
[1693]	validation_0-mae:3977.90210	validation_1-mae:5989.57568
[1694]	validation_0-mae:3977.82519	validation_1-mae:5989.63086
[1695]	validation_0-mae:3977.72949	validation_1-mae:5989.55566
[1696]	validation_0-mae:3977.28247	validation_1-mae:5989.60059
[1697]	validation_0-mae:3976.51392	validation_1-mae:5989.65234
[1698]	validation_0-mae:3976.07397	validation_1-mae:5989.67627
[1699]	validation_0-mae:3975.54956	validation_1-mae:5989.63770
Dropping: jest
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65234
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50049	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.59912
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.96973
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.48438
[32]	validation_0-mae:7292.27344	validation_1-mae:7275.01514
[33]	validation_0-mae:7264.06689	validation_1-mae:7253.97363
[34]	validation_0-mae:7233.79004	validation_1-mae:7234.01221
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.13965
[36]	validation_0-mae:7185.08740	validation_1-mae:7195.72412
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.29199
[38]	validation_0-mae:7142.17969	validation_1-mae:7163.79248
[39]	validation_0-mae:7120.81445	validation_1-mae:7146.60986
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.24072
[41]	validation_0-mae:7086.79443	validation_1-mae:7123.84473
[42]	validation_0-mae:7069.74609	validation_1-mae:7113.10352
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.29736
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.23926
[45]	validation_0-mae:7014.76465	validation_1-mae:7073.08057
[46]	validation_0-mae:6998.53857	validation_1-mae:7062.90869
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.14307
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.48242
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.06445
[50]	validation_0-mae:6920.67480	validation_1-mae:7005.65576
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.41455
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.47217
[53]	validation_0-mae:6871.32324	validation_1-mae:6967.70898
[54]	validation_0-mae:6856.89600	validation_1-mae:6955.05322
[55]	validation_0-mae:6846.20459	validation_1-mae:6948.61279
[56]	validation_0-mae:6826.03076	validation_1-mae:6931.91992
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.34326
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.57080
[59]	validation_0-mae:6786.72754	validation_1-mae:6908.60742
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.07617
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.27539
[62]	validation_0-mae:6749.58740	validation_1-mae:6880.63770
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.16016
[64]	validation_0-mae:6721.70703	validation_1-mae:6857.43848
[65]	validation_0-mae:6710.04395	validation_1-mae:6848.62207
[66]	validation_0-mae:6696.66162	validation_1-mae:6834.91992
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.20312
[68]	validation_0-mae:6675.47510	validation_1-mae:6820.75098
[69]	validation_0-mae:6670.55078	validation_1-mae:6817.42773
[70]	validation_0-mae:6656.58936	validation_1-mae:6808.27637
[71]	validation_0-mae:6645.05908	validation_1-mae:6799.60889
[72]	validation_0-mae:6634.14893	validation_1-mae:6794.52393
[73]	validation_0-mae:6626.81543	validation_1-mae:6788.13574
[74]	validation_0-mae:6615.44531	validation_1-mae:6781.00488
[75]	validation_0-mae:6594.58447	validation_1-mae:6762.28955
[76]	validation_0-mae:6584.57227	validation_1-mae:6754.56836
[77]	validation_0-mae:6580.47998	validation_1-mae:6750.14307
[78]	validation_0-mae:6571.57471	validation_1-mae:6742.79102
[79]	validation_0-mae:6562.46973	validation_1-mae:6738.01709
[80]	validation_0-mae:6553.31299	validation_1-mae:6729.38672
[81]	validation_0-mae:6540.72461	validation_1-mae:6721.19385
[82]	validation_0-mae:6534.66016	validation_1-mae:6716.71533
[83]	validation_0-mae:6526.12109	validation_1-mae:6710.09375
[84]	validation_0-mae:6519.50488	validation_1-mae:6707.26123
[85]	validation_0-mae:6510.27148	validation_1-mae:6700.78906
[86]	validation_0-mae:6502.89111	validation_1-mae:6697.86475
[87]	validation_0-mae:6490.11768	validation_1-mae:6687.79932
[88]	validation_0-mae:6477.55420	validation_1-mae:6681.94043
[89]	validation_0-mae:6471.57910	validation_1-mae:6676.00586
[90]	validation_0-mae:6465.41211	validation_1-mae:6672.18262
[91]	validation_0-mae:6457.54297	validation_1-mae:6665.22314
[92]	validation_0-mae:6450.37793	validation_1-mae:6661.76416
[93]	validation_0-mae:6442.47266	validation_1-mae:6658.61670
[94]	validation_0-mae:6435.12744	validation_1-mae:6653.27734
[95]	validation_0-mae:6427.84668	validation_1-mae:6647.71875
[96]	validation_0-mae:6421.42432	validation_1-mae:6643.92285
[97]	validation_0-mae:6410.98877	validation_1-mae:6637.53418
[98]	validation_0-mae:6403.85107	validation_1-mae:6631.13281
[99]	validation_0-mae:6396.78320	validation_1-mae:6626.40576
[100]	validation_0-mae:6388.12402	validation_1-mae:6619.43555
[101]	validation_0-mae:6385.41504	validation_1-mae:6617.85303
[102]	validation_0-mae:6377.64502	validation_1-mae:6614.67383
[103]	validation_0-mae:6372.82520	validation_1-mae:6610.18897
[104]	validation_0-mae:6367.05615	validation_1-mae:6606.21094
[105]	validation_0-mae:6362.55811	validation_1-mae:6603.68262
[106]	validation_0-mae:6358.72998	validation_1-mae:6599.65918
[107]	validation_0-mae:6349.83887	validation_1-mae:6595.37598
[108]	validation_0-mae:6346.18994	validation_1-mae:6593.54932
[109]	validation_0-mae:6333.95508	validation_1-mae:6584.34814
[110]	validation_0-mae:6327.82129	validation_1-mae:6579.41260
[111]	validation_0-mae:6319.35303	validation_1-mae:6572.99268
[112]	validation_0-mae:6312.48047	validation_1-mae:6567.95508
[113]	validation_0-mae:6308.04590	validation_1-mae:6564.69287
[114]	validation_0-mae:6304.73779	validation_1-mae:6562.17090
[115]	validation_0-mae:6300.12939	validation_1-mae:6559.02978
[116]	validation_0-mae:6292.90576	validation_1-mae:6554.25098
[117]	validation_0-mae:6291.09766	validation_1-mae:6554.38672
[118]	validation_0-mae:6285.96240	validation_1-mae:6550.63965
[119]	validation_0-mae:6278.62695	validation_1-mae:6547.39893
[120]	validation_0-mae:6272.15967	validation_1-mae:6542.89502
[121]	validation_0-mae:6265.87402	validation_1-mae:6538.43311
[122]	validation_0-mae:6262.80908	validation_1-mae:6536.89453
[123]	validation_0-mae:6258.66016	validation_1-mae:6533.76611
[124]	validation_0-mae:6255.08887	validation_1-mae:6532.81934
[125]	validation_0-mae:6245.60596	validation_1-mae:6524.95801
[126]	validation_0-mae:6238.31103	validation_1-mae:6522.22412
[127]	validation_0-mae:6233.67334	validation_1-mae:6520.06299
[128]	validation_0-mae:6230.62793	validation_1-mae:6519.32959
[129]	validation_0-mae:6224.03223	validation_1-mae:6518.15772
[130]	validation_0-mae:6220.90820	validation_1-mae:6516.83545
[131]	validation_0-mae:6214.78223	validation_1-mae:6513.11816
[132]	validation_0-mae:6211.48828	validation_1-mae:6512.05811
[133]	validation_0-mae:6207.75977	validation_1-mae:6510.08838
[134]	validation_0-mae:6203.27539	validation_1-mae:6506.09522
[135]	validation_0-mae:6198.12109	validation_1-mae:6503.04004
[136]	validation_0-mae:6192.38184	validation_1-mae:6500.15381
[137]	validation_0-mae:6186.58545	validation_1-mae:6496.67236
[138]	validation_0-mae:6184.45459	validation_1-mae:6496.06885
[139]	validation_0-mae:6180.71191	validation_1-mae:6493.46094
[140]	validation_0-mae:6175.68506	validation_1-mae:6489.67480
[141]	validation_0-mae:6169.76562	validation_1-mae:6486.97119
[142]	validation_0-mae:6165.12695	validation_1-mae:6483.17188
[143]	validation_0-mae:6160.46143	validation_1-mae:6480.65381
[144]	validation_0-mae:6156.34912	validation_1-mae:6479.08838
[145]	validation_0-mae:6152.66846	validation_1-mae:6478.45703
[146]	validation_0-mae:6150.89844	validation_1-mae:6477.48535
[147]	validation_0-mae:6145.59912	validation_1-mae:6475.87402
[148]	validation_0-mae:6143.62744	validation_1-mae:6475.68603
[149]	validation_0-mae:6141.17676	validation_1-mae:6475.04492
[150]	validation_0-mae:6136.54297	validation_1-mae:6472.50684
[151]	validation_0-mae:6131.21777	validation_1-mae:6469.80273
[152]	validation_0-mae:6127.01318	validation_1-mae:6467.65430
[153]	validation_0-mae:6121.22803	validation_1-mae:6463.61865
[154]	validation_0-mae:6116.40576	validation_1-mae:6461.06592
[155]	validation_0-mae:6114.54297	validation_1-mae:6459.74170
[156]	validation_0-mae:6111.69092	validation_1-mae:6457.87109
[157]	validation_0-mae:6104.90674	validation_1-mae:6451.93652
[158]	validation_0-mae:6101.82031	validation_1-mae:6451.04395
[159]	validation_0-mae:6100.02393	validation_1-mae:6449.37647
[160]	validation_0-mae:6096.41699	validation_1-mae:6446.70264
[161]	validation_0-mae:6091.83105	validation_1-mae:6444.46484
[162]	validation_0-mae:6088.90430	validation_1-mae:6442.86230
[163]	validation_0-mae:6085.64209	validation_1-mae:6440.65576
[164]	validation_0-mae:6084.23047	validation_1-mae:6440.51904
[165]	validation_0-mae:6080.68799	validation_1-mae:6440.09033
[166]	validation_0-mae:6073.75488	validation_1-mae:6436.46289
[167]	validation_0-mae:6070.77539	validation_1-mae:6435.74902
[168]	validation_0-mae:6068.14160	validation_1-mae:6435.42090
[169]	validation_0-mae:6065.86426	validation_1-mae:6434.07812
[170]	validation_0-mae:6061.99853	validation_1-mae:6432.12988
[171]	validation_0-mae:6057.29346	validation_1-mae:6429.77637
[172]	validation_0-mae:6053.94385	validation_1-mae:6428.73242
[173]	validation_0-mae:6051.08008	validation_1-mae:6427.55371
[174]	validation_0-mae:6047.84180	validation_1-mae:6425.70215
[175]	validation_0-mae:6044.92383	validation_1-mae:6423.68359
[176]	validation_0-mae:6039.94287	validation_1-mae:6421.20947
[177]	validation_0-mae:6036.48877	validation_1-mae:6419.83057
[178]	validation_0-mae:6033.59473	validation_1-mae:6418.65137
[179]	validation_0-mae:6030.12842	validation_1-mae:6417.59375
[180]	validation_0-mae:6027.51123	validation_1-mae:6416.44189
[181]	validation_0-mae:6025.22949	validation_1-mae:6416.30566
[182]	validation_0-mae:6020.05420	validation_1-mae:6413.64502
[183]	validation_0-mae:6016.22656	validation_1-mae:6410.91650
[184]	validation_0-mae:6012.70361	validation_1-mae:6409.34668
[185]	validation_0-mae:6009.30176	validation_1-mae:6407.92139
[186]	validation_0-mae:6006.40918	validation_1-mae:6407.02539
[187]	validation_0-mae:6003.15088	validation_1-mae:6406.31006
[188]	validation_0-mae:5997.22412	validation_1-mae:6401.85986
[189]	validation_0-mae:5994.35156	validation_1-mae:6400.53418
[190]	validation_0-mae:5993.16309	validation_1-mae:6400.55176
[191]	validation_0-mae:5988.52100	validation_1-mae:6397.79639
[192]	validation_0-mae:5985.44434	validation_1-mae:6396.30127
[193]	validation_0-mae:5983.87305	validation_1-mae:6395.21338
[194]	validation_0-mae:5980.88037	validation_1-mae:6394.22217
[195]	validation_0-mae:5977.48682	validation_1-mae:6392.15430
[196]	validation_0-mae:5974.95703	validation_1-mae:6390.55469
[197]	validation_0-mae:5973.63574	validation_1-mae:6389.85693
[198]	validation_0-mae:5970.13428	validation_1-mae:6389.38965
[199]	validation_0-mae:5966.64648	validation_1-mae:6389.20947
[200]	validation_0-mae:5964.87353	validation_1-mae:6387.53076
[201]	validation_0-mae:5961.99609	validation_1-mae:6387.80029
[202]	validation_0-mae:5960.35059	validation_1-mae:6387.55811
[203]	validation_0-mae:5957.67627	validation_1-mae:6387.08740
[204]	validation_0-mae:5952.97168	validation_1-mae:6385.11133
[205]	validation_0-mae:5950.36816	validation_1-mae:6384.57666
[206]	validation_0-mae:5947.14355	validation_1-mae:6382.71289
[207]	validation_0-mae:5943.51270	validation_1-mae:6380.57764
[208]	validation_0-mae:5939.72656	validation_1-mae:6379.05371
[209]	validation_0-mae:5935.73535	validation_1-mae:6377.98291
[210]	validation_0-mae:5933.29199	validation_1-mae:6376.63672
[211]	validation_0-mae:5932.32617	validation_1-mae:6375.97852
[212]	validation_0-mae:5928.43897	validation_1-mae:6374.41895
[213]	validation_0-mae:5925.79639	validation_1-mae:6373.76025
[214]	validation_0-mae:5924.03760	validation_1-mae:6373.08838
[215]	validation_0-mae:5920.96387	validation_1-mae:6371.28418
[216]	validation_0-mae:5917.17773	validation_1-mae:6368.68457
[217]	validation_0-mae:5913.09424	validation_1-mae:6365.94971
[218]	validation_0-mae:5911.13525	validation_1-mae:6364.87500
[219]	validation_0-mae:5908.38574	validation_1-mae:6363.50830
[220]	validation_0-mae:5906.89404	validation_1-mae:6362.71924
[221]	validation_0-mae:5903.31836	validation_1-mae:6361.47998
[222]	validation_0-mae:5899.87158	validation_1-mae:6360.87598
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[1527]	validation_0-mae:4089.60791	validation_1-mae:5986.54736
[1528]	validation_0-mae:4089.06470	validation_1-mae:5986.67676
[1529]	validation_0-mae:4088.07105	validation_1-mae:5986.78320
[1530]	validation_0-mae:4087.44897	validation_1-mae:5986.78418
[1531]	validation_0-mae:4086.79248	validation_1-mae:5986.97070
[1532]	validation_0-mae:4086.02466	validation_1-mae:5986.79248
[1533]	validation_0-mae:4084.95386	validation_1-mae:5987.07812
[1534]	validation_0-mae:4084.17163	validation_1-mae:5986.67236
[1535]	validation_0-mae:4082.97266	validation_1-mae:5986.90527
[1536]	validation_0-mae:4081.16626	validation_1-mae:5987.01904
[1537]	validation_0-mae:4080.47485	validation_1-mae:5987.22363
[1538]	validation_0-mae:4079.11841	validation_1-mae:5987.46289
[1539]	validation_0-mae:4078.06006	validation_1-mae:5987.08203
[1540]	validation_0-mae:4077.78467	validation_1-mae:5987.08643
[1541]	validation_0-mae:4077.32593	validation_1-mae:5987.05908
[1542]	validation_0-mae:4076.89233	validation_1-mae:5986.88477
[1543]	validation_0-mae:4076.33203	validation_1-mae:5986.70068
[1544]	validation_0-mae:4076.27417	validation_1-mae:5986.70557
[1545]	validation_0-mae:4075.81958	validation_1-mae:5986.78223
[1546]	validation_0-mae:4075.44189	validation_1-mae:5986.79346
[1547]	validation_0-mae:4074.53491	validation_1-mae:5986.48584
[1548]	validation_0-mae:4073.23193	validation_1-mae:5986.28027
[1549]	validation_0-mae:4072.34961	validation_1-mae:5985.88330
[1550]	validation_0-mae:4071.32153	validation_1-mae:5985.45557
[1551]	validation_0-mae:4070.42163	validation_1-mae:5985.35449
[1552]	validation_0-mae:4069.29639	validation_1-mae:5985.32568
[1553]	validation_0-mae:4068.82275	validation_1-mae:5985.32666
[1554]	validation_0-mae:4068.69531	validation_1-mae:5985.39648
[1555]	validation_0-mae:4068.55713	validation_1-mae:5985.40088
[1556]	validation_0-mae:4067.90942	validation_1-mae:5985.48340
[1557]	validation_0-mae:4067.09229	validation_1-mae:5985.24365
[1558]	validation_0-mae:4065.92334	validation_1-mae:5985.32520
[1559]	validation_0-mae:4065.04907	validation_1-mae:5985.35205
[1560]	validation_0-mae:4064.02319	validation_1-mae:5985.46484
[1561]	validation_0-mae:4062.73926	validation_1-mae:5985.27295
[1562]	validation_0-mae:4061.72730	validation_1-mae:5985.26074
[1563]	validation_0-mae:4060.92188	validation_1-mae:5985.30469
[1564]	validation_0-mae:4059.94019	validation_1-mae:5985.07178
[1565]	validation_0-mae:4059.25610	validation_1-mae:5985.20996
[1566]	validation_0-mae:4058.80664	validation_1-mae:5984.85303
[1567]	validation_0-mae:4057.85352	validation_1-mae:5984.60986
[1568]	validation_0-mae:4057.45508	validation_1-mae:5984.53809
[1569]	validation_0-mae:4056.22144	validation_1-mae:5984.57568
[1570]	validation_0-mae:4055.43872	validation_1-mae:5984.31152
[1571]	validation_0-mae:4055.37549	validation_1-mae:5984.30176
[1572]	validation_0-mae:4055.34180	validation_1-mae:5984.34033
[1573]	validation_0-mae:4054.82397	validation_1-mae:5984.21289
[1574]	validation_0-mae:4053.64111	validation_1-mae:5983.88770
[1575]	validation_0-mae:4052.62720	validation_1-mae:5983.83154
[1576]	validation_0-mae:4052.15698	validation_1-mae:5983.89258
[1577]	validation_0-mae:4051.63013	validation_1-mae:5983.77588
[1578]	validation_0-mae:4050.70190	validation_1-mae:5983.25488
[1579]	validation_0-mae:4050.08838	validation_1-mae:5983.30566
[1580]	validation_0-mae:4048.72681	validation_1-mae:5983.61914
[1581]	validation_0-mae:4048.10913	validation_1-mae:5983.36963
[1582]	validation_0-mae:4047.61890	validation_1-mae:5983.53418
[1583]	validation_0-mae:4046.46704	validation_1-mae:5983.30762
[1584]	validation_0-mae:4045.76978	validation_1-mae:5983.57568
[1585]	validation_0-mae:4045.05859	validation_1-mae:5983.67969
[1586]	validation_0-mae:4043.74878	validation_1-mae:5983.22559
[1587]	validation_0-mae:4042.95947	validation_1-mae:5983.14795
[1588]	validation_0-mae:4042.26416	validation_1-mae:5982.94531
[1589]	validation_0-mae:4040.94873	validation_1-mae:5983.02930
[1590]	validation_0-mae:4040.30225	validation_1-mae:5983.24072
[1591]	validation_0-mae:4039.00708	validation_1-mae:5982.90674
[1592]	validation_0-mae:4037.72046	validation_1-mae:5982.18066
[1593]	validation_0-mae:4036.60742	validation_1-mae:5981.59668
[1594]	validation_0-mae:4035.52563	validation_1-mae:5980.96289
[1595]	validation_0-mae:4034.70386	validation_1-mae:5980.61914
[1596]	validation_0-mae:4033.72021	validation_1-mae:5980.35791
[1597]	validation_0-mae:4033.20142	validation_1-mae:5980.49951
[1598]	validation_0-mae:4031.66675	validation_1-mae:5980.54932
[1599]	validation_0-mae:4031.30395	validation_1-mae:5980.57422
[1600]	validation_0-mae:4030.25732	validation_1-mae:5981.06201
[1601]	validation_0-mae:4028.57593	validation_1-mae:5981.76123
[1602]	validation_0-mae:4027.76758	validation_1-mae:5981.73975
[1603]	validation_0-mae:4027.04004	validation_1-mae:5981.82471
[1604]	validation_0-mae:4026.46558	validation_1-mae:5982.25049
[1605]	validation_0-mae:4025.19995	validation_1-mae:5982.14258
[1606]	validation_0-mae:4024.70850	validation_1-mae:5981.93311
[1607]	validation_0-mae:4024.28174	validation_1-mae:5982.05859
[1608]	validation_0-mae:4023.81958	validation_1-mae:5982.23779
[1609]	validation_0-mae:4022.85303	validation_1-mae:5982.79883
[1610]	validation_0-mae:4021.73657	validation_1-mae:5983.20898
[1611]	validation_0-mae:4021.22705	validation_1-mae:5982.97168
[1612]	validation_0-mae:4019.70947	validation_1-mae:5983.34814
[1613]	validation_0-mae:4018.15869	validation_1-mae:5983.36865
[1614]	validation_0-mae:4017.06299	validation_1-mae:5982.62695
[1615]	validation_0-mae:4015.71875	validation_1-mae:5982.36035
[1616]	validation_0-mae:4014.78711	validation_1-mae:5982.25439
[1617]	validation_0-mae:4014.17676	validation_1-mae:5982.19873
[1618]	validation_0-mae:4013.65918	validation_1-mae:5981.83398
[1619]	validation_0-mae:4013.10352	validation_1-mae:5981.84814
[1620]	validation_0-mae:4013.08423	validation_1-mae:5981.84912
[1621]	validation_0-mae:4012.81860	validation_1-mae:5981.86719
[1622]	validation_0-mae:4011.92529	validation_1-mae:5981.79297
[1623]	validation_0-mae:4011.12036	validation_1-mae:5981.31982
[1624]	validation_0-mae:4010.04297	validation_1-mae:5981.27734
[1625]	validation_0-mae:4008.96509	validation_1-mae:5981.19775
[1626]	validation_0-mae:4008.05298	validation_1-mae:5981.47607
[1627]	validation_0-mae:4007.05029	validation_1-mae:5981.61719
[1628]	validation_0-mae:4006.30029	validation_1-mae:5981.48926
[1629]	validation_0-mae:4005.59985	validation_1-mae:5981.63379
[1630]	validation_0-mae:4004.15503	validation_1-mae:5981.89893
[1631]	validation_0-mae:4003.17603	validation_1-mae:5981.21631
[1632]	validation_0-mae:4002.47266	validation_1-mae:5981.80859
[1633]	validation_0-mae:4001.82593	validation_1-mae:5981.74805
[1634]	validation_0-mae:4000.33545	validation_1-mae:5982.12695
[1635]	validation_0-mae:3999.50439	validation_1-mae:5982.49316
[1636]	validation_0-mae:3998.80933	validation_1-mae:5982.47363
[1637]	validation_0-mae:3998.14233	validation_1-mae:5982.23633
[1638]	validation_0-mae:3997.22510	validation_1-mae:5982.07471
[1639]	validation_0-mae:3996.81177	validation_1-mae:5982.38477
[1640]	validation_0-mae:3995.97534	validation_1-mae:5982.40332
[1641]	validation_0-mae:3995.46411	validation_1-mae:5982.31787
[1642]	validation_0-mae:3995.04565	validation_1-mae:5982.21680
[1643]	validation_0-mae:3994.79858	validation_1-mae:5982.40039
[1644]	validation_0-mae:3994.09863	validation_1-mae:5982.37988
[1645]	validation_0-mae:3993.13428	validation_1-mae:5982.38672
[1646]	validation_0-mae:3992.02319	validation_1-mae:5982.23438
[1647]	validation_0-mae:3990.82446	validation_1-mae:5982.27393
[1648]	validation_0-mae:3989.96509	validation_1-mae:5982.35693
[1649]	validation_0-mae:3989.47900	validation_1-mae:5982.29688
[1650]	validation_0-mae:3988.93213	validation_1-mae:5982.30664
[1651]	validation_0-mae:3988.06763	validation_1-mae:5982.23047
[1652]	validation_0-mae:3987.00977	validation_1-mae:5982.17236
[1653]	validation_0-mae:3985.83618	validation_1-mae:5982.20703
[1654]	validation_0-mae:3984.68262	validation_1-mae:5981.77441
[1655]	validation_0-mae:3984.07593	validation_1-mae:5981.69238
[1656]	validation_0-mae:3983.43896	validation_1-mae:5981.81397
[1657]	validation_0-mae:3981.58643	validation_1-mae:5982.06201
[1658]	validation_0-mae:3981.02466	validation_1-mae:5982.10840
[1659]	validation_0-mae:3980.02759	validation_1-mae:5982.41162
[1660]	validation_0-mae:3979.44141	validation_1-mae:5982.11865
[1661]	validation_0-mae:3978.49048	validation_1-mae:5982.00342
[1662]	validation_0-mae:3978.09473	validation_1-mae:5981.90039
[1663]	validation_0-mae:3976.49512	validation_1-mae:5981.91162
[1664]	validation_0-mae:3975.57373	validation_1-mae:5982.06152
[1665]	validation_0-mae:3974.39819	validation_1-mae:5982.18408
[1666]	validation_0-mae:3973.55298	validation_1-mae:5982.17578
[1667]	validation_0-mae:3972.75024	validation_1-mae:5982.22119
[1668]	validation_0-mae:3972.22583	validation_1-mae:5982.35791
[1669]	validation_0-mae:3972.05176	validation_1-mae:5982.56689
[1670]	validation_0-mae:3970.99463	validation_1-mae:5983.42432
[1671]	validation_0-mae:3969.59058	validation_1-mae:5982.92188
[1672]	validation_0-mae:3968.69434	validation_1-mae:5982.91309
[1673]	validation_0-mae:3967.15479	validation_1-mae:5983.01953
[1674]	validation_0-mae:3966.13696	validation_1-mae:5983.13721
[1675]	validation_0-mae:3965.74268	validation_1-mae:5983.22656
[1676]	validation_0-mae:3964.80200	validation_1-mae:5983.46143
[1677]	validation_0-mae:3963.81567	validation_1-mae:5983.69092
[1678]	validation_0-mae:3963.03320	validation_1-mae:5984.15088
[1679]	validation_0-mae:3961.62061	validation_1-mae:5983.38135
[1680]	validation_0-mae:3960.80005	validation_1-mae:5982.90576
[1681]	validation_0-mae:3959.53076	validation_1-mae:5983.85010
[1682]	validation_0-mae:3959.01856	validation_1-mae:5983.91699
[1683]	validation_0-mae:3957.85498	validation_1-mae:5983.46484
[1684]	validation_0-mae:3957.42236	validation_1-mae:5983.38672
[1685]	validation_0-mae:3956.85181	validation_1-mae:5983.46924
[1686]	validation_0-mae:3955.83838	validation_1-mae:5983.75488
[1687]	validation_0-mae:3955.17456	validation_1-mae:5984.12842
[1688]	validation_0-mae:3954.45679	validation_1-mae:5984.23486
[1689]	validation_0-mae:3953.35815	validation_1-mae:5984.20752
[1690]	validation_0-mae:3952.44605	validation_1-mae:5984.37988
[1691]	validation_0-mae:3951.42456	validation_1-mae:5984.58984
[1692]	validation_0-mae:3950.79419	validation_1-mae:5984.79102
[1693]	validation_0-mae:3949.75610	validation_1-mae:5984.82324
[1694]	validation_0-mae:3949.36694	validation_1-mae:5984.92676
[1695]	validation_0-mae:3948.19678	validation_1-mae:5984.45752
[1696]	validation_0-mae:3947.63281	validation_1-mae:5984.56738
[1697]	validation_0-mae:3947.26758	validation_1-mae:5984.52539
[1698]	validation_0-mae:3946.75244	validation_1-mae:5984.64258
[1699]	validation_0-mae:3946.06909	validation_1-mae:5984.79492
Dropping: sup
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75635	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50000	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.56201
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.39160
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.76221
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.27686
[32]	validation_0-mae:7292.27344	validation_1-mae:7274.97949
[33]	validation_0-mae:7264.06689	validation_1-mae:7253.93799
[34]	validation_0-mae:7233.79004	validation_1-mae:7233.97656
[35]	validation_0-mae:7202.32031	validation_1-mae:7209.10449
[36]	validation_0-mae:7185.08740	validation_1-mae:7195.68848
[37]	validation_0-mae:7167.61963	validation_1-mae:7185.25635
[38]	validation_0-mae:7142.17969	validation_1-mae:7163.75732
[39]	validation_0-mae:7120.81445	validation_1-mae:7146.57422
[40]	validation_0-mae:7102.98682	validation_1-mae:7136.12451
[41]	validation_0-mae:7086.79443	validation_1-mae:7123.72900
[42]	validation_0-mae:7069.74609	validation_1-mae:7112.98730
[43]	validation_0-mae:7049.70898	validation_1-mae:7099.18164
[44]	validation_0-mae:7033.69287	validation_1-mae:7086.12353
[45]	validation_0-mae:7014.76465	validation_1-mae:7072.96484
[46]	validation_0-mae:6998.53857	validation_1-mae:7062.79199
[47]	validation_0-mae:6975.02393	validation_1-mae:7044.02734
[48]	validation_0-mae:6963.79541	validation_1-mae:7035.36670
[49]	validation_0-mae:6944.66797	validation_1-mae:7021.19434
[50]	validation_0-mae:6920.67480	validation_1-mae:7005.78467
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.54395
[52]	validation_0-mae:6890.51709	validation_1-mae:6984.39258
[53]	validation_0-mae:6871.32373	validation_1-mae:6967.62891
[54]	validation_0-mae:6856.89600	validation_1-mae:6954.97412
[55]	validation_0-mae:6846.20459	validation_1-mae:6948.53369
[56]	validation_0-mae:6826.03076	validation_1-mae:6931.84033
[57]	validation_0-mae:6813.08398	validation_1-mae:6923.26416
[58]	validation_0-mae:6803.71582	validation_1-mae:6916.59570
[59]	validation_0-mae:6786.72754	validation_1-mae:6908.63232
[60]	validation_0-mae:6774.04492	validation_1-mae:6898.10107
[61]	validation_0-mae:6760.41797	validation_1-mae:6887.36719
[62]	validation_0-mae:6749.58740	validation_1-mae:6880.72949
[63]	validation_0-mae:6734.16895	validation_1-mae:6868.25195
[64]	validation_0-mae:6721.70703	validation_1-mae:6857.53027
[65]	validation_0-mae:6710.04395	validation_1-mae:6848.82031
[66]	validation_0-mae:6696.66162	validation_1-mae:6835.11816
[67]	validation_0-mae:6686.05078	validation_1-mae:6829.40088
[68]	validation_0-mae:6675.47510	validation_1-mae:6820.94824
[69]	validation_0-mae:6670.55078	validation_1-mae:6817.62500
[70]	validation_0-mae:6656.58936	validation_1-mae:6808.47363
[71]	validation_0-mae:6645.05908	validation_1-mae:6799.80615
[72]	validation_0-mae:6634.14893	validation_1-mae:6795.06397
[73]	validation_0-mae:6626.81543	validation_1-mae:6788.67578
[74]	validation_0-mae:6615.44531	validation_1-mae:6781.54443
[75]	validation_0-mae:6594.58447	validation_1-mae:6762.82910
[76]	validation_0-mae:6584.57227	validation_1-mae:6755.10791
[77]	validation_0-mae:6580.47998	validation_1-mae:6750.68262
[78]	validation_0-mae:6571.57471	validation_1-mae:6743.33057
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[1621]	validation_0-mae:3996.39770	validation_1-mae:5982.31445
[1622]	validation_0-mae:3995.77905	validation_1-mae:5981.95850
[1623]	validation_0-mae:3994.84521	validation_1-mae:5982.08740
[1624]	validation_0-mae:3994.06689	validation_1-mae:5981.87402
[1625]	validation_0-mae:3993.34790	validation_1-mae:5981.95703
[1626]	validation_0-mae:3992.82983	validation_1-mae:5982.26953
[1627]	validation_0-mae:3992.21094	validation_1-mae:5982.16309
[1628]	validation_0-mae:3991.22339	validation_1-mae:5982.08252
[1629]	validation_0-mae:3990.10303	validation_1-mae:5982.58203
[1630]	validation_0-mae:3988.75342	validation_1-mae:5982.25098
[1631]	validation_0-mae:3988.10205	validation_1-mae:5982.44092
[1632]	validation_0-mae:3987.20776	validation_1-mae:5982.52881
[1633]	validation_0-mae:3986.34937	validation_1-mae:5982.42871
[1634]	validation_0-mae:3985.90063	validation_1-mae:5982.50928
[1635]	validation_0-mae:3985.49097	validation_1-mae:5982.51562
[1636]	validation_0-mae:3984.63696	validation_1-mae:5982.53760
[1637]	validation_0-mae:3984.28125	validation_1-mae:5982.35449
[1638]	validation_0-mae:3983.46167	validation_1-mae:5982.16016
[1639]	validation_0-mae:3982.24487	validation_1-mae:5982.63232
[1640]	validation_0-mae:3981.26123	validation_1-mae:5983.51611
[1641]	validation_0-mae:3980.30713	validation_1-mae:5983.54688
[1642]	validation_0-mae:3978.92285	validation_1-mae:5983.96240
[1643]	validation_0-mae:3977.59155	validation_1-mae:5984.09912
[1644]	validation_0-mae:3977.12646	validation_1-mae:5984.14453
[1645]	validation_0-mae:3976.07007	validation_1-mae:5984.66309
[1646]	validation_0-mae:3975.32690	validation_1-mae:5985.02637
[1647]	validation_0-mae:3974.72607	validation_1-mae:5984.78613
[1648]	validation_0-mae:3973.77393	validation_1-mae:5984.86426
[1649]	validation_0-mae:3972.71973	validation_1-mae:5984.31103
[1650]	validation_0-mae:3972.18604	validation_1-mae:5984.12402
[1651]	validation_0-mae:3971.72900	validation_1-mae:5984.07568
[1652]	validation_0-mae:3970.95923	validation_1-mae:5983.72656
[1653]	validation_0-mae:3969.90430	validation_1-mae:5983.71387
[1654]	validation_0-mae:3968.82153	validation_1-mae:5983.79199
[1655]	validation_0-mae:3968.26318	validation_1-mae:5983.74023
[1656]	validation_0-mae:3967.60669	validation_1-mae:5984.09473
[1657]	validation_0-mae:3967.56372	validation_1-mae:5984.12158
[1658]	validation_0-mae:3966.69971	validation_1-mae:5983.82520
[1659]	validation_0-mae:3965.29443	validation_1-mae:5983.64307
[1660]	validation_0-mae:3964.65771	validation_1-mae:5983.46143
[1661]	validation_0-mae:3963.61768	validation_1-mae:5983.57617
[1662]	validation_0-mae:3963.11353	validation_1-mae:5983.48193
[1663]	validation_0-mae:3963.08228	validation_1-mae:5983.50049
[1664]	validation_0-mae:3962.96655	validation_1-mae:5983.64648
[1665]	validation_0-mae:3962.33203	validation_1-mae:5983.50000
[1666]	validation_0-mae:3961.96509	validation_1-mae:5983.63818
[1667]	validation_0-mae:3960.65283	validation_1-mae:5984.01270
[1668]	validation_0-mae:3960.07593	validation_1-mae:5984.27246
[1669]	validation_0-mae:3959.52734	validation_1-mae:5984.03272
[1670]	validation_0-mae:3958.80566	validation_1-mae:5984.14209
[1671]	validation_0-mae:3957.53052	validation_1-mae:5983.81055
[1672]	validation_0-mae:3956.27197	validation_1-mae:5983.97803
[1673]	validation_0-mae:3956.03223	validation_1-mae:5983.92188
[1674]	validation_0-mae:3955.90308	validation_1-mae:5984.00098
[1675]	validation_0-mae:3955.84106	validation_1-mae:5984.11426
[1676]	validation_0-mae:3955.22583	validation_1-mae:5983.80420
[1677]	validation_0-mae:3954.64404	validation_1-mae:5983.81592
[1678]	validation_0-mae:3953.97437	validation_1-mae:5984.06201
[1679]	validation_0-mae:3953.40723	validation_1-mae:5983.88135
[1680]	validation_0-mae:3952.83276	validation_1-mae:5983.90576
[1681]	validation_0-mae:3952.02686	validation_1-mae:5983.62695
[1682]	validation_0-mae:3950.76074	validation_1-mae:5984.07373
[1683]	validation_0-mae:3950.30786	validation_1-mae:5984.05811
[1684]	validation_0-mae:3949.21313	validation_1-mae:5984.34277
[1685]	validation_0-mae:3948.34302	validation_1-mae:5984.54297
[1686]	validation_0-mae:3947.83765	validation_1-mae:5984.41943
[1687]	validation_0-mae:3946.91870	validation_1-mae:5984.84375
[1688]	validation_0-mae:3946.08032	validation_1-mae:5985.14111
[1689]	validation_0-mae:3945.84717	validation_1-mae:5985.16309
[1690]	validation_0-mae:3944.45459	validation_1-mae:5986.13477
[1691]	validation_0-mae:3944.29688	validation_1-mae:5986.14111
[1692]	validation_0-mae:3943.74976	validation_1-mae:5986.00439
[1693]	validation_0-mae:3943.25220	validation_1-mae:5985.66504
[1694]	validation_0-mae:3942.87280	validation_1-mae:5985.72607
[1695]	validation_0-mae:3942.47974	validation_1-mae:5986.02295
[1696]	validation_0-mae:3940.98804	validation_1-mae:5986.96728
[1697]	validation_0-mae:3940.23657	validation_1-mae:5987.11914
[1698]	validation_0-mae:3940.07886	validation_1-mae:5987.16943
[1699]	validation_0-mae:3939.70019	validation_1-mae:5987.06982
Dropping: benzy
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.48926	validation_1-mae:12166.27734
[10]	validation_0-mae:11563.48633	validation_1-mae:11350.14941
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.20312
[12]	validation_0-mae:10304.22559	validation_1-mae:10106.40430
[13]	validation_0-mae:9819.97266	validation_1-mae:9626.64160
[14]	validation_0-mae:9418.90723	validation_1-mae:9236.01562
[15]	validation_0-mae:9084.42871	validation_1-mae:8908.56348
[16]	validation_0-mae:8802.77539	validation_1-mae:8637.14648
[17]	validation_0-mae:8567.60449	validation_1-mae:8412.74902
[18]	validation_0-mae:8374.79199	validation_1-mae:8224.59863
[19]	validation_0-mae:8212.02637	validation_1-mae:8071.67285
[20]	validation_0-mae:8069.30518	validation_1-mae:7940.59717
[21]	validation_0-mae:7944.92822	validation_1-mae:7832.64258
[22]	validation_0-mae:7846.78809	validation_1-mae:7746.47070
[23]	validation_0-mae:7760.62500	validation_1-mae:7677.28174
[24]	validation_0-mae:7676.86182	validation_1-mae:7598.93213
[25]	validation_0-mae:7604.31982	validation_1-mae:7535.60645
[26]	validation_0-mae:7548.89355	validation_1-mae:7488.75879
[27]	validation_0-mae:7488.62891	validation_1-mae:7434.53809
[28]	validation_0-mae:7439.37939	validation_1-mae:7393.45557
[29]	validation_0-mae:7397.19824	validation_1-mae:7359.27637
[30]	validation_0-mae:7361.44873	validation_1-mae:7328.63818
[31]	validation_0-mae:7320.88623	validation_1-mae:7292.13770
[32]	validation_0-mae:7292.39160	validation_1-mae:7274.66260
[33]	validation_0-mae:7264.09961	validation_1-mae:7253.59814
[34]	validation_0-mae:7233.81738	validation_1-mae:7233.62451
[35]	validation_0-mae:7202.35254	validation_1-mae:7208.73291
[36]	validation_0-mae:7185.10254	validation_1-mae:7195.31738
[37]	validation_0-mae:7167.63867	validation_1-mae:7184.90967
[38]	validation_0-mae:7142.20312	validation_1-mae:7163.41846
[39]	validation_0-mae:7120.82568	validation_1-mae:7146.26074
[40]	validation_0-mae:7103.00928	validation_1-mae:7135.90918
[41]	validation_0-mae:7086.81738	validation_1-mae:7123.50391
[42]	validation_0-mae:7069.75879	validation_1-mae:7112.75781
[43]	validation_0-mae:7049.71094	validation_1-mae:7098.94629
[44]	validation_0-mae:7033.69287	validation_1-mae:7085.88330
[45]	validation_0-mae:7014.76611	validation_1-mae:7072.74609
[46]	validation_0-mae:6998.55566	validation_1-mae:7062.56641
[47]	validation_0-mae:6975.03076	validation_1-mae:7043.78564
[48]	validation_0-mae:6963.79736	validation_1-mae:7035.13281
[49]	validation_0-mae:6944.66797	validation_1-mae:7020.69873
[50]	validation_0-mae:6920.66309	validation_1-mae:7005.29541
[51]	validation_0-mae:6908.85303	validation_1-mae:6996.07275
[52]	validation_0-mae:6890.51611	validation_1-mae:6984.13574
[53]	validation_0-mae:6871.32178	validation_1-mae:6967.39600
[54]	validation_0-mae:6856.89551	validation_1-mae:6954.73975
[55]	validation_0-mae:6846.20020	validation_1-mae:6948.30811
[56]	validation_0-mae:6826.03369	validation_1-mae:6931.61768
[57]	validation_0-mae:6813.08887	validation_1-mae:6923.04590
[58]	validation_0-mae:6803.92676	validation_1-mae:6916.62451
[59]	validation_0-mae:6786.95166	validation_1-mae:6908.59961
[60]	validation_0-mae:6774.25098	validation_1-mae:6898.02881
[61]	validation_0-mae:6760.61670	validation_1-mae:6887.29004
[62]	validation_0-mae:6749.78564	validation_1-mae:6880.61719
[63]	validation_0-mae:6734.37939	validation_1-mae:6868.16455
[64]	validation_0-mae:6721.92432	validation_1-mae:6857.43066
[65]	validation_0-mae:6710.24609	validation_1-mae:6848.65332
[66]	validation_0-mae:6696.86865	validation_1-mae:6834.94922
[67]	validation_0-mae:6686.90674	validation_1-mae:6828.90186
[68]	validation_0-mae:6674.70361	validation_1-mae:6818.71436
[69]	validation_0-mae:6667.93115	validation_1-mae:6811.93603
[70]	validation_0-mae:6656.05273	validation_1-mae:6804.31201
[71]	validation_0-mae:6641.67285	validation_1-mae:6797.00732
[72]	validation_0-mae:6628.61865	validation_1-mae:6786.95312
[73]	validation_0-mae:6619.22412	validation_1-mae:6778.66064
[74]	validation_0-mae:6607.46973	validation_1-mae:6771.16553
[75]	validation_0-mae:6598.88135	validation_1-mae:6767.88379
[76]	validation_0-mae:6592.45264	validation_1-mae:6761.17383
[77]	validation_0-mae:6582.18897	validation_1-mae:6753.70801
[78]	validation_0-mae:6570.43603	validation_1-mae:6743.33252
[79]	validation_0-mae:6560.45898	validation_1-mae:6739.99707
[80]	validation_0-mae:6552.65283	validation_1-mae:6735.78467
[81]	validation_0-mae:6543.96728	validation_1-mae:6730.28613
[82]	validation_0-mae:6534.41943	validation_1-mae:6721.60742
[83]	validation_0-mae:6529.39404	validation_1-mae:6718.88965
[84]	validation_0-mae:6518.14502	validation_1-mae:6711.66699
[85]	validation_0-mae:6510.33203	validation_1-mae:6707.97705
[86]	validation_0-mae:6502.56641	validation_1-mae:6701.55908
[87]	validation_0-mae:6494.34766	validation_1-mae:6697.28809
[88]	validation_0-mae:6486.73633	validation_1-mae:6691.76611
[89]	validation_0-mae:6479.99609	validation_1-mae:6686.87305
[90]	validation_0-mae:6468.80322	validation_1-mae:6680.59522
[91]	validation_0-mae:6459.63672	validation_1-mae:6674.10986
[92]	validation_0-mae:6450.95752	validation_1-mae:6666.93018
[93]	validation_0-mae:6442.36084	validation_1-mae:6661.08105
[94]	validation_0-mae:6433.15381	validation_1-mae:6654.05664
[95]	validation_0-mae:6428.97022	validation_1-mae:6652.70996
[96]	validation_0-mae:6421.99756	validation_1-mae:6650.96533
[97]	validation_0-mae:6416.21680	validation_1-mae:6646.01270
[98]	validation_0-mae:6412.98584	validation_1-mae:6643.76660
[99]	validation_0-mae:6408.85059	validation_1-mae:6641.74512
[100]	validation_0-mae:6403.73975	validation_1-mae:6637.76562
[101]	validation_0-mae:6396.61523	validation_1-mae:6632.89062
[102]	validation_0-mae:6388.87353	validation_1-mae:6628.84570
[103]	validation_0-mae:6379.72705	validation_1-mae:6625.59619
[104]	validation_0-mae:6373.68945	validation_1-mae:6620.78906
[105]	validation_0-mae:6365.57910	validation_1-mae:6615.43311
[106]	validation_0-mae:6360.19775	validation_1-mae:6613.33594
[107]	validation_0-mae:6357.27539	validation_1-mae:6611.39355
[108]	validation_0-mae:6354.47070	validation_1-mae:6609.40967
[109]	validation_0-mae:6342.96582	validation_1-mae:6599.66748
[110]	validation_0-mae:6335.96777	validation_1-mae:6594.37012
[111]	validation_0-mae:6331.36328	validation_1-mae:6591.52246
[112]	validation_0-mae:6325.20605	validation_1-mae:6587.65723
[113]	validation_0-mae:6321.50439	validation_1-mae:6583.98047
[114]	validation_0-mae:6317.46094	validation_1-mae:6582.06982
[115]	validation_0-mae:6305.79883	validation_1-mae:6572.20020
[116]	validation_0-mae:6301.34180	validation_1-mae:6569.80713
[117]	validation_0-mae:6292.88916	validation_1-mae:6564.40430
[118]	validation_0-mae:6287.93555	validation_1-mae:6561.82324
[119]	validation_0-mae:6281.49756	validation_1-mae:6559.03320
[120]	validation_0-mae:6277.75732	validation_1-mae:6558.18555
[121]	validation_0-mae:6273.48633	validation_1-mae:6554.56445
[122]	validation_0-mae:6267.87256	validation_1-mae:6551.67920
[123]	validation_0-mae:6264.33057	validation_1-mae:6549.55127
[124]	validation_0-mae:6259.31201	validation_1-mae:6546.66455
[125]	validation_0-mae:6251.76416	validation_1-mae:6540.66113
[126]	validation_0-mae:6246.94287	validation_1-mae:6536.09228
[127]	validation_0-mae:6245.65381	validation_1-mae:6535.56250
[128]	validation_0-mae:6240.47070	validation_1-mae:6533.65478
[129]	validation_0-mae:6235.39014	validation_1-mae:6530.91406
[130]	validation_0-mae:6229.75147	validation_1-mae:6528.34033
[131]	validation_0-mae:6224.78125	validation_1-mae:6525.73828
[132]	validation_0-mae:6220.36426	validation_1-mae:6523.57275
[133]	validation_0-mae:6214.97070	validation_1-mae:6519.02246
[134]	validation_0-mae:6209.68457	validation_1-mae:6515.37305
[135]	validation_0-mae:6207.34326	validation_1-mae:6514.31299
[136]	validation_0-mae:6202.48535	validation_1-mae:6511.47656
[137]	validation_0-mae:6197.77734	validation_1-mae:6509.54785
[138]	validation_0-mae:6194.65820	validation_1-mae:6507.13672
[139]	validation_0-mae:6188.73633	validation_1-mae:6503.04688
[140]	validation_0-mae:6182.89600	validation_1-mae:6498.71777
[141]	validation_0-mae:6177.08838	validation_1-mae:6495.11621
[142]	validation_0-mae:6173.52734	validation_1-mae:6495.16406
[143]	validation_0-mae:6172.13721	validation_1-mae:6494.54639
[144]	validation_0-mae:6166.37647	validation_1-mae:6491.43701
[145]	validation_0-mae:6161.08643	validation_1-mae:6487.80029
[146]	validation_0-mae:6159.50342	validation_1-mae:6487.87842
[147]	validation_0-mae:6154.73682	validation_1-mae:6485.14844
[148]	validation_0-mae:6151.23291	validation_1-mae:6483.48779
[149]	validation_0-mae:6148.12012	validation_1-mae:6482.25293
[150]	validation_0-mae:6140.99365	validation_1-mae:6476.22998
[151]	validation_0-mae:6136.50195	validation_1-mae:6473.80762
[152]	validation_0-mae:6128.10352	validation_1-mae:6467.60938
[153]	validation_0-mae:6124.73242	validation_1-mae:6465.73828
[154]	validation_0-mae:6121.39795	validation_1-mae:6463.89600
[155]	validation_0-mae:6118.51709	validation_1-mae:6463.50977
[156]	validation_0-mae:6114.61377	validation_1-mae:6462.34814
[157]	validation_0-mae:6111.80127	validation_1-mae:6460.95557
[158]	validation_0-mae:6107.79297	validation_1-mae:6457.79102
[159]	validation_0-mae:6104.83936	validation_1-mae:6455.99902
[160]	validation_0-mae:6099.85107	validation_1-mae:6454.06982
[161]	validation_0-mae:6097.07715	validation_1-mae:6453.84668
[162]	validation_0-mae:6090.87305	validation_1-mae:6447.88086
[163]	validation_0-mae:6086.59912	validation_1-mae:6444.59863
[164]	validation_0-mae:6082.57129	validation_1-mae:6441.84326
[165]	validation_0-mae:6079.91553	validation_1-mae:6439.24219
[166]	validation_0-mae:6075.47998	validation_1-mae:6436.89160
[167]	validation_0-mae:6072.83301	validation_1-mae:6435.93506
[168]	validation_0-mae:6069.92383	validation_1-mae:6435.61963
[169]	validation_0-mae:6066.32178	validation_1-mae:6434.17334
[170]	validation_0-mae:6063.40234	validation_1-mae:6433.12647
[171]	validation_0-mae:6058.54004	validation_1-mae:6431.02393
[172]	validation_0-mae:6053.72705	validation_1-mae:6427.39160
[173]	validation_0-mae:6052.82324	validation_1-mae:6427.79102
[174]	validation_0-mae:6048.00049	validation_1-mae:6425.91406
[175]	validation_0-mae:6044.68164	validation_1-mae:6425.58008
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[1463]	validation_0-mae:4165.05322	validation_1-mae:6010.38135
[1464]	validation_0-mae:4164.23779	validation_1-mae:6010.40723
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[1482]	validation_0-mae:4154.10840	validation_1-mae:6011.07861
[1483]	validation_0-mae:4152.66748	validation_1-mae:6010.86426
[1484]	validation_0-mae:4150.94238	validation_1-mae:6010.82422
[1485]	validation_0-mae:4149.42383	validation_1-mae:6010.87891
[1486]	validation_0-mae:4148.36475	validation_1-mae:6010.17578
[1487]	validation_0-mae:4147.36523	validation_1-mae:6010.41016
[1488]	validation_0-mae:4146.29150	validation_1-mae:6010.13086
[1489]	validation_0-mae:4145.40478	validation_1-mae:6010.26074
[1490]	validation_0-mae:4144.87744	validation_1-mae:6010.30518
[1491]	validation_0-mae:4142.91064	validation_1-mae:6009.85205
[1492]	validation_0-mae:4142.54248	validation_1-mae:6009.88672
[1493]	validation_0-mae:4141.95020	validation_1-mae:6009.74316
[1494]	validation_0-mae:4141.38770	validation_1-mae:6009.65478
[1495]	validation_0-mae:4140.19971	validation_1-mae:6009.44971
[1496]	validation_0-mae:4140.11865	validation_1-mae:6009.41553
[1497]	validation_0-mae:4138.97363	validation_1-mae:6009.21777
[1498]	validation_0-mae:4138.06982	validation_1-mae:6008.79688
[1499]	validation_0-mae:4137.35986	validation_1-mae:6009.15820
[1500]	validation_0-mae:4136.24512	validation_1-mae:6009.26465
[1501]	validation_0-mae:4135.44141	validation_1-mae:6009.50732
[1502]	validation_0-mae:4134.25439	validation_1-mae:6009.35010
[1503]	validation_0-mae:4133.72217	validation_1-mae:6009.42188
[1504]	validation_0-mae:4133.35498	validation_1-mae:6009.26123
[1505]	validation_0-mae:4132.98535	validation_1-mae:6009.22998
[1506]	validation_0-mae:4132.69580	validation_1-mae:6009.06494
[1507]	validation_0-mae:4132.52441	validation_1-mae:6009.12402
[1508]	validation_0-mae:4132.38818	validation_1-mae:6009.10986
[1509]	validation_0-mae:4130.83252	validation_1-mae:6009.17627
[1510]	validation_0-mae:4129.47607	validation_1-mae:6009.11475
[1511]	validation_0-mae:4127.91943	validation_1-mae:6007.36865
[1512]	validation_0-mae:4127.12891	validation_1-mae:6007.51855
[1513]	validation_0-mae:4126.06103	validation_1-mae:6007.63525
[1514]	validation_0-mae:4124.65283	validation_1-mae:6007.27002
[1515]	validation_0-mae:4123.96143	validation_1-mae:6007.40332
[1516]	validation_0-mae:4123.40625	validation_1-mae:6007.76221
[1517]	validation_0-mae:4123.13086	validation_1-mae:6007.75928
[1518]	validation_0-mae:4121.77100	validation_1-mae:6006.95850
[1519]	validation_0-mae:4121.35742	validation_1-mae:6006.94287
[1520]	validation_0-mae:4120.28467	validation_1-mae:6006.42822
[1521]	validation_0-mae:4119.81934	validation_1-mae:6006.52978
[1522]	validation_0-mae:4119.46240	validation_1-mae:6006.66748
[1523]	validation_0-mae:4119.30371	validation_1-mae:6006.85352
[1524]	validation_0-mae:4118.47754	validation_1-mae:6006.33008
[1525]	validation_0-mae:4117.86279	validation_1-mae:6006.26416
[1526]	validation_0-mae:4116.76855	validation_1-mae:6005.28174
[1527]	validation_0-mae:4115.68213	validation_1-mae:6005.49219
[1528]	validation_0-mae:4114.67139	validation_1-mae:6005.27051
[1529]	validation_0-mae:4113.37012	validation_1-mae:6005.03076
[1530]	validation_0-mae:4112.62353	validation_1-mae:6005.19922
[1531]	validation_0-mae:4111.66260	validation_1-mae:6004.69287
[1532]	validation_0-mae:4111.11816	validation_1-mae:6004.49658
[1533]	validation_0-mae:4110.30322	validation_1-mae:6004.35742
[1534]	validation_0-mae:4109.71143	validation_1-mae:6004.06836
[1535]	validation_0-mae:4109.08350	validation_1-mae:6004.08350
[1536]	validation_0-mae:4108.67139	validation_1-mae:6004.06445
[1537]	validation_0-mae:4107.77539	validation_1-mae:6003.87500
[1538]	validation_0-mae:4107.31299	validation_1-mae:6003.86816
[1539]	validation_0-mae:4106.65332	validation_1-mae:6004.10449
[1540]	validation_0-mae:4106.20703	validation_1-mae:6004.19580
[1541]	validation_0-mae:4105.50342	validation_1-mae:6003.97656
[1542]	validation_0-mae:4105.12793	validation_1-mae:6003.81445
[1543]	validation_0-mae:4104.46875	validation_1-mae:6003.70459
[1544]	validation_0-mae:4103.99609	validation_1-mae:6003.89355
[1545]	validation_0-mae:4103.51709	validation_1-mae:6003.91113
[1546]	validation_0-mae:4101.71973	validation_1-mae:6004.60547
[1547]	validation_0-mae:4101.31836	validation_1-mae:6004.67480
[1548]	validation_0-mae:4100.53516	validation_1-mae:6004.27832
[1549]	validation_0-mae:4099.63184	validation_1-mae:6003.79150
[1550]	validation_0-mae:4099.33789	validation_1-mae:6003.70557
[1551]	validation_0-mae:4098.45020	validation_1-mae:6003.89600
[1552]	validation_0-mae:4097.58643	validation_1-mae:6004.00488
[1553]	validation_0-mae:4096.85010	validation_1-mae:6003.85840
[1554]	validation_0-mae:4095.55713	validation_1-mae:6004.31738
[1555]	validation_0-mae:4093.96680	validation_1-mae:6004.56201
[1556]	validation_0-mae:4093.32105	validation_1-mae:6004.62451
[1557]	validation_0-mae:4091.79297	validation_1-mae:6004.64062
[1558]	validation_0-mae:4090.65186	validation_1-mae:6004.61475
[1559]	validation_0-mae:4090.07617	validation_1-mae:6004.93701
[1560]	validation_0-mae:4089.56592	validation_1-mae:6005.03369
[1561]	validation_0-mae:4088.95947	validation_1-mae:6004.94531
[1562]	validation_0-mae:4087.79639	validation_1-mae:6004.87549
[1563]	validation_0-mae:4086.05884	validation_1-mae:6004.21582
[1564]	validation_0-mae:4085.92725	validation_1-mae:6004.07617
[1565]	validation_0-mae:4085.21655	validation_1-mae:6004.02734
[1566]	validation_0-mae:4084.11938	validation_1-mae:6003.83789
[1567]	validation_0-mae:4083.42261	validation_1-mae:6003.54053
[1568]	validation_0-mae:4082.97803	validation_1-mae:6003.57080
[1569]	validation_0-mae:4082.62158	validation_1-mae:6003.80713
[1570]	validation_0-mae:4081.67676	validation_1-mae:6003.64502
[1571]	validation_0-mae:4080.37280	validation_1-mae:6003.29297
[1572]	validation_0-mae:4079.93726	validation_1-mae:6003.58008
[1573]	validation_0-mae:4078.81079	validation_1-mae:6003.35840
[1574]	validation_0-mae:4078.06470	validation_1-mae:6003.39307
[1575]	validation_0-mae:4077.59180	validation_1-mae:6003.54395
[1576]	validation_0-mae:4076.75317	validation_1-mae:6003.67529
[1577]	validation_0-mae:4076.11133	validation_1-mae:6003.90088
[1578]	validation_0-mae:4075.66309	validation_1-mae:6004.16943
[1579]	validation_0-mae:4074.83862	validation_1-mae:6004.16357
[1580]	validation_0-mae:4073.07105	validation_1-mae:6004.01807
[1581]	validation_0-mae:4072.22974	validation_1-mae:6004.22705
[1582]	validation_0-mae:4071.24072	validation_1-mae:6004.22754
[1583]	validation_0-mae:4070.55322	validation_1-mae:6004.07178
[1584]	validation_0-mae:4069.69287	validation_1-mae:6004.17432
[1585]	validation_0-mae:4068.65625	validation_1-mae:6003.87451
[1586]	validation_0-mae:4068.23608	validation_1-mae:6003.80811
[1587]	validation_0-mae:4068.16235	validation_1-mae:6003.79834
[1588]	validation_0-mae:4067.57324	validation_1-mae:6003.62647
[1589]	validation_0-mae:4065.80200	validation_1-mae:6003.61328
[1590]	validation_0-mae:4064.89673	validation_1-mae:6003.30859
[1591]	validation_0-mae:4064.54077	validation_1-mae:6003.42236
[1592]	validation_0-mae:4064.04297	validation_1-mae:6003.40674
[1593]	validation_0-mae:4063.36645	validation_1-mae:6003.50732
[1594]	validation_0-mae:4062.44312	validation_1-mae:6003.79346
[1595]	validation_0-mae:4061.68677	validation_1-mae:6004.03662
[1596]	validation_0-mae:4060.95581	validation_1-mae:6004.10840
[1597]	validation_0-mae:4059.41992	validation_1-mae:6004.46045
[1598]	validation_0-mae:4058.72925	validation_1-mae:6004.33887
[1599]	validation_0-mae:4057.75781	validation_1-mae:6004.21924
[1600]	validation_0-mae:4057.06787	validation_1-mae:6004.71436
[1601]	validation_0-mae:4055.94189	validation_1-mae:6004.64307
[1602]	validation_0-mae:4055.44971	validation_1-mae:6004.65918
[1603]	validation_0-mae:4054.12305	validation_1-mae:6004.20361
[1604]	validation_0-mae:4052.75781	validation_1-mae:6003.96582
[1605]	validation_0-mae:4051.37085	validation_1-mae:6003.65576
[1606]	validation_0-mae:4050.09473	validation_1-mae:6003.13477
[1607]	validation_0-mae:4049.43188	validation_1-mae:6003.31152
[1608]	validation_0-mae:4048.81738	validation_1-mae:6003.57910
[1609]	validation_0-mae:4047.69116	validation_1-mae:6003.17334
[1610]	validation_0-mae:4045.86694	validation_1-mae:6003.54248
[1611]	validation_0-mae:4045.24268	validation_1-mae:6004.16064
[1612]	validation_0-mae:4044.41870	validation_1-mae:6004.05029
[1613]	validation_0-mae:4043.78931	validation_1-mae:6004.31397
[1614]	validation_0-mae:4043.22949	validation_1-mae:6004.51025
[1615]	validation_0-mae:4042.15405	validation_1-mae:6004.04492
[1616]	validation_0-mae:4041.32544	validation_1-mae:6003.79443
[1617]	validation_0-mae:4040.89917	validation_1-mae:6003.55908
[1618]	validation_0-mae:4039.94141	validation_1-mae:6003.59570
[1619]	validation_0-mae:4038.27295	validation_1-mae:6003.15381
[1620]	validation_0-mae:4037.64185	validation_1-mae:6003.16064
[1621]	validation_0-mae:4036.06689	validation_1-mae:6003.06299
[1622]	validation_0-mae:4035.62183	validation_1-mae:6003.16797
[1623]	validation_0-mae:4034.46729	validation_1-mae:6003.23730
[1624]	validation_0-mae:4034.08618	validation_1-mae:6003.10254
[1625]	validation_0-mae:4033.59302	validation_1-mae:6003.46484
[1626]	validation_0-mae:4033.50220	validation_1-mae:6003.52588
[1627]	validation_0-mae:4032.74609	validation_1-mae:6003.46631
[1628]	validation_0-mae:4032.05591	validation_1-mae:6003.54639
[1629]	validation_0-mae:4031.00879	validation_1-mae:6003.59522
[1630]	validation_0-mae:4030.18213	validation_1-mae:6003.51221
[1631]	validation_0-mae:4029.20874	validation_1-mae:6004.02686
[1632]	validation_0-mae:4028.93604	validation_1-mae:6003.94922
[1633]	validation_0-mae:4027.87280	validation_1-mae:6003.67480
[1634]	validation_0-mae:4027.02417	validation_1-mae:6003.93994
[1635]	validation_0-mae:4026.65869	validation_1-mae:6004.23877
[1636]	validation_0-mae:4026.23584	validation_1-mae:6004.31982
[1637]	validation_0-mae:4025.36792	validation_1-mae:6004.31543
[1638]	validation_0-mae:4024.57349	validation_1-mae:6004.43457
[1639]	validation_0-mae:4024.02637	validation_1-mae:6004.45654
[1640]	validation_0-mae:4023.16650	validation_1-mae:6004.18848
[1641]	validation_0-mae:4023.00562	validation_1-mae:6004.22705
[1642]	validation_0-mae:4022.49536	validation_1-mae:6003.95117
[1643]	validation_0-mae:4021.38232	validation_1-mae:6004.14209
[1644]	validation_0-mae:4020.60059	validation_1-mae:6004.00195
[1645]	validation_0-mae:4019.87109	validation_1-mae:6003.49951
[1646]	validation_0-mae:4019.35815	validation_1-mae:6003.19727
[1647]	validation_0-mae:4018.89648	validation_1-mae:6003.11182
[1648]	validation_0-mae:4018.06055	validation_1-mae:6002.90723
[1649]	validation_0-mae:4017.52393	validation_1-mae:6003.20654
[1650]	validation_0-mae:4016.81104	validation_1-mae:6003.17529
[1651]	validation_0-mae:4015.99512	validation_1-mae:6003.09180
[1652]	validation_0-mae:4015.57739	validation_1-mae:6003.28467
[1653]	validation_0-mae:4015.24609	validation_1-mae:6003.39014
[1654]	validation_0-mae:4014.43115	validation_1-mae:6003.56543
[1655]	validation_0-mae:4013.89160	validation_1-mae:6003.80225
[1656]	validation_0-mae:4013.84229	validation_1-mae:6003.84180
[1657]	validation_0-mae:4013.33057	validation_1-mae:6003.97803
[1658]	validation_0-mae:4012.92139	validation_1-mae:6004.15820
[1659]	validation_0-mae:4011.77881	validation_1-mae:6003.83936
[1660]	validation_0-mae:4010.46509	validation_1-mae:6003.58740
[1661]	validation_0-mae:4009.92188	validation_1-mae:6003.57666
[1662]	validation_0-mae:4009.12427	validation_1-mae:6003.46875
[1663]	validation_0-mae:4008.52515	validation_1-mae:6003.20215
[1664]	validation_0-mae:4008.44385	validation_1-mae:6003.16553
[1665]	validation_0-mae:4008.07837	validation_1-mae:6003.24512
[1666]	validation_0-mae:4007.00830	validation_1-mae:6002.95361
[1667]	validation_0-mae:4006.30273	validation_1-mae:6002.64160
[1668]	validation_0-mae:4005.84082	validation_1-mae:6002.41016
[1669]	validation_0-mae:4005.11670	validation_1-mae:6002.90967
[1670]	validation_0-mae:4004.09253	validation_1-mae:6003.05371
[1671]	validation_0-mae:4002.81445	validation_1-mae:6002.72754
[1672]	validation_0-mae:4001.78931	validation_1-mae:6002.60205
[1673]	validation_0-mae:4000.38477	validation_1-mae:6002.63818
[1674]	validation_0-mae:3999.24902	validation_1-mae:6002.83398
[1675]	validation_0-mae:3998.40869	validation_1-mae:6002.87402
[1676]	validation_0-mae:3997.57642	validation_1-mae:6002.66650
[1677]	validation_0-mae:3996.51514	validation_1-mae:6002.60156
[1678]	validation_0-mae:3996.16284	validation_1-mae:6002.86621
[1679]	validation_0-mae:3995.51269	validation_1-mae:6002.95068
[1680]	validation_0-mae:3995.10571	validation_1-mae:6002.85205
[1681]	validation_0-mae:3994.56958	validation_1-mae:6002.82617
[1682]	validation_0-mae:3993.99976	validation_1-mae:6002.55273
[1683]	validation_0-mae:3993.06006	validation_1-mae:6002.59228
[1684]	validation_0-mae:3991.36060	validation_1-mae:6002.85156
[1685]	validation_0-mae:3990.79932	validation_1-mae:6003.16016
[1686]	validation_0-mae:3990.02051	validation_1-mae:6003.72705
[1687]	validation_0-mae:3989.09155	validation_1-mae:6003.60547
[1688]	validation_0-mae:3987.98071	validation_1-mae:6003.41748
[1689]	validation_0-mae:3987.05762	validation_1-mae:6003.39648
[1690]	validation_0-mae:3986.28223	validation_1-mae:6003.23438
[1691]	validation_0-mae:3985.86328	validation_1-mae:6003.36328
[1692]	validation_0-mae:3985.33960	validation_1-mae:6003.50000
[1693]	validation_0-mae:3984.90137	validation_1-mae:6003.60010
[1694]	validation_0-mae:3984.29419	validation_1-mae:6003.50732
[1695]	validation_0-mae:3984.03442	validation_1-mae:6003.44238
[1696]	validation_0-mae:3983.87183	validation_1-mae:6003.45166
[1697]	validation_0-mae:3982.77002	validation_1-mae:6003.51855
[1698]	validation_0-mae:3982.56030	validation_1-mae:6003.46924
[1699]	validation_0-mae:3982.27246	validation_1-mae:6003.52637
Dropping: dobry
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
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[1555]	validation_0-mae:4057.38647	validation_1-mae:5984.97852
[1556]	validation_0-mae:4057.18384	validation_1-mae:5985.03662
[1557]	validation_0-mae:4056.14770	validation_1-mae:5984.84131
[1558]	validation_0-mae:4055.05884	validation_1-mae:5984.50537
[1559]	validation_0-mae:4053.96436	validation_1-mae:5984.55615
[1560]	validation_0-mae:4052.54907	validation_1-mae:5984.18701
[1561]	validation_0-mae:4052.44971	validation_1-mae:5984.18115
[1562]	validation_0-mae:4052.09912	validation_1-mae:5984.07910
[1563]	validation_0-mae:4051.66748	validation_1-mae:5984.30420
[1564]	validation_0-mae:4050.63916	validation_1-mae:5984.43457
[1565]	validation_0-mae:4049.67847	validation_1-mae:5984.43457
[1566]	validation_0-mae:4049.13892	validation_1-mae:5984.46387
[1567]	validation_0-mae:4048.20532	validation_1-mae:5984.26416
[1568]	validation_0-mae:4047.88281	validation_1-mae:5984.26758
[1569]	validation_0-mae:4047.39502	validation_1-mae:5984.20850
[1570]	validation_0-mae:4046.96533	validation_1-mae:5984.26221
[1571]	validation_0-mae:4046.26001	validation_1-mae:5984.04150
[1572]	validation_0-mae:4045.06152	validation_1-mae:5984.37012
[1573]	validation_0-mae:4043.89233	validation_1-mae:5984.59131
[1574]	validation_0-mae:4042.89429	validation_1-mae:5984.57715
[1575]	validation_0-mae:4041.93628	validation_1-mae:5984.43213
[1576]	validation_0-mae:4040.93188	validation_1-mae:5984.51221
[1577]	validation_0-mae:4039.65820	validation_1-mae:5984.18359
[1578]	validation_0-mae:4038.73999	validation_1-mae:5984.55566
[1579]	validation_0-mae:4037.57983	validation_1-mae:5984.49316
[1580]	validation_0-mae:4036.66504	validation_1-mae:5985.15674
[1581]	validation_0-mae:4035.53369	validation_1-mae:5985.35205
[1582]	validation_0-mae:4034.16577	validation_1-mae:5985.24463
[1583]	validation_0-mae:4033.25537	validation_1-mae:5985.08936
[1584]	validation_0-mae:4031.91284	validation_1-mae:5984.62451
[1585]	validation_0-mae:4031.15967	validation_1-mae:5984.35156
[1586]	validation_0-mae:4030.33350	validation_1-mae:5984.43897
[1587]	validation_0-mae:4029.78833	validation_1-mae:5984.69873
[1588]	validation_0-mae:4029.20142	validation_1-mae:5984.43506
[1589]	validation_0-mae:4028.16235	validation_1-mae:5983.84668
[1590]	validation_0-mae:4027.25732	validation_1-mae:5983.58643
[1591]	validation_0-mae:4026.70850	validation_1-mae:5983.92188
[1592]	validation_0-mae:4025.58008	validation_1-mae:5984.16162
[1593]	validation_0-mae:4024.92773	validation_1-mae:5984.32715
[1594]	validation_0-mae:4024.25464	validation_1-mae:5984.17480
[1595]	validation_0-mae:4023.94531	validation_1-mae:5984.09814
[1596]	validation_0-mae:4023.21289	validation_1-mae:5984.52978
[1597]	validation_0-mae:4022.35107	validation_1-mae:5984.37793
[1598]	validation_0-mae:4021.82105	validation_1-mae:5984.29297
[1599]	validation_0-mae:4021.26221	validation_1-mae:5984.30078
[1600]	validation_0-mae:4020.25757	validation_1-mae:5984.25391
[1601]	validation_0-mae:4019.27246	validation_1-mae:5984.05420
[1602]	validation_0-mae:4018.41943	validation_1-mae:5984.55273
[1603]	validation_0-mae:4017.76880	validation_1-mae:5984.70703
[1604]	validation_0-mae:4016.88892	validation_1-mae:5984.79102
[1605]	validation_0-mae:4016.49829	validation_1-mae:5984.97266
[1606]	validation_0-mae:4015.92358	validation_1-mae:5984.68311
[1607]	validation_0-mae:4015.32739	validation_1-mae:5984.40234
[1608]	validation_0-mae:4014.92603	validation_1-mae:5984.44629
[1609]	validation_0-mae:4014.29663	validation_1-mae:5984.50391
[1610]	validation_0-mae:4013.82764	validation_1-mae:5984.29883
[1611]	validation_0-mae:4012.85962	validation_1-mae:5984.66016
[1612]	validation_0-mae:4012.05200	validation_1-mae:5984.65869
[1613]	validation_0-mae:4011.65161	validation_1-mae:5984.58887
[1614]	validation_0-mae:4011.06812	validation_1-mae:5984.63916
[1615]	validation_0-mae:4010.79590	validation_1-mae:5984.64746
[1616]	validation_0-mae:4010.10400	validation_1-mae:5984.73193
[1617]	validation_0-mae:4009.65015	validation_1-mae:5984.82080
[1618]	validation_0-mae:4009.37891	validation_1-mae:5984.75684
[1619]	validation_0-mae:4009.13794	validation_1-mae:5984.93945
[1620]	validation_0-mae:4008.78125	validation_1-mae:5984.84619
[1621]	validation_0-mae:4007.55811	validation_1-mae:5984.46484
[1622]	validation_0-mae:4006.78589	validation_1-mae:5984.67871
[1623]	validation_0-mae:4005.73975	validation_1-mae:5984.87402
[1624]	validation_0-mae:4004.91138	validation_1-mae:5984.94629
[1625]	validation_0-mae:4004.47070	validation_1-mae:5985.20898
[1626]	validation_0-mae:4003.46533	validation_1-mae:5984.35205
[1627]	validation_0-mae:4002.44287	validation_1-mae:5984.42578
[1628]	validation_0-mae:4001.17188	validation_1-mae:5984.14844
[1629]	validation_0-mae:4000.07080	validation_1-mae:5984.68311
[1630]	validation_0-mae:3999.27100	validation_1-mae:5984.46924
[1631]	validation_0-mae:3998.52197	validation_1-mae:5984.89111
[1632]	validation_0-mae:3997.14478	validation_1-mae:5984.81543
[1633]	validation_0-mae:3995.92554	validation_1-mae:5984.66309
[1634]	validation_0-mae:3995.08252	validation_1-mae:5984.58887
[1635]	validation_0-mae:3994.25342	validation_1-mae:5984.52344
[1636]	validation_0-mae:3993.61890	validation_1-mae:5984.56006
[1637]	validation_0-mae:3993.04565	validation_1-mae:5984.60498
[1638]	validation_0-mae:3991.62256	validation_1-mae:5985.13818
[1639]	validation_0-mae:3991.18774	validation_1-mae:5985.05225
[1640]	validation_0-mae:3990.32422	validation_1-mae:5985.16260
[1641]	validation_0-mae:3989.67456	validation_1-mae:5984.96289
[1642]	validation_0-mae:3988.83472	validation_1-mae:5984.52637
[1643]	validation_0-mae:3988.35352	validation_1-mae:5984.15918
[1644]	validation_0-mae:3987.89429	validation_1-mae:5984.24756
[1645]	validation_0-mae:3987.36377	validation_1-mae:5984.27393
[1646]	validation_0-mae:3986.71558	validation_1-mae:5984.32422
[1647]	validation_0-mae:3985.88818	validation_1-mae:5984.12842
[1648]	validation_0-mae:3985.20679	validation_1-mae:5984.18701
[1649]	validation_0-mae:3984.43213	validation_1-mae:5984.22314
[1650]	validation_0-mae:3984.08276	validation_1-mae:5984.20654
[1651]	validation_0-mae:3983.55518	validation_1-mae:5984.10400
[1652]	validation_0-mae:3982.71484	validation_1-mae:5983.95752
[1653]	validation_0-mae:3982.04199	validation_1-mae:5983.81689
[1654]	validation_0-mae:3981.57910	validation_1-mae:5983.91211
[1655]	validation_0-mae:3980.81738	validation_1-mae:5983.96826
[1656]	validation_0-mae:3980.02270	validation_1-mae:5983.65723
[1657]	validation_0-mae:3979.27319	validation_1-mae:5983.69336
[1658]	validation_0-mae:3978.60864	validation_1-mae:5983.97510
[1659]	validation_0-mae:3977.72241	validation_1-mae:5983.79736
[1660]	validation_0-mae:3977.24585	validation_1-mae:5983.93311
[1661]	validation_0-mae:3976.40796	validation_1-mae:5984.14355
[1662]	validation_0-mae:3975.76660	validation_1-mae:5984.01221
[1663]	validation_0-mae:3974.69605	validation_1-mae:5984.64307
[1664]	validation_0-mae:3973.65063	validation_1-mae:5985.15186
[1665]	validation_0-mae:3972.50317	validation_1-mae:5985.32227
[1666]	validation_0-mae:3972.00855	validation_1-mae:5985.59033
[1667]	validation_0-mae:3971.49561	validation_1-mae:5985.76611
[1668]	validation_0-mae:3970.50732	validation_1-mae:5985.66699
[1669]	validation_0-mae:3969.54736	validation_1-mae:5985.96533
[1670]	validation_0-mae:3968.50781	validation_1-mae:5985.70117
[1671]	validation_0-mae:3967.06372	validation_1-mae:5986.25195
[1672]	validation_0-mae:3965.97900	validation_1-mae:5986.96875
[1673]	validation_0-mae:3964.52148	validation_1-mae:5986.81787
[1674]	validation_0-mae:3963.27759	validation_1-mae:5986.78320
[1675]	validation_0-mae:3962.33398	validation_1-mae:5986.31348
[1676]	validation_0-mae:3961.49316	validation_1-mae:5986.49853
[1677]	validation_0-mae:3960.97949	validation_1-mae:5986.46045
[1678]	validation_0-mae:3959.88477	validation_1-mae:5986.51025
[1679]	validation_0-mae:3958.89429	validation_1-mae:5986.86523
[1680]	validation_0-mae:3958.31226	validation_1-mae:5986.79395
[1681]	validation_0-mae:3958.08716	validation_1-mae:5986.96631
[1682]	validation_0-mae:3957.48999	validation_1-mae:5987.28906
[1683]	validation_0-mae:3957.06787	validation_1-mae:5987.25781
[1684]	validation_0-mae:3956.52759	validation_1-mae:5987.11426
[1685]	validation_0-mae:3955.34985	validation_1-mae:5987.44385
[1686]	validation_0-mae:3954.72168	validation_1-mae:5987.14600
[1687]	validation_0-mae:3954.00684	validation_1-mae:5987.20166
[1688]	validation_0-mae:3953.75073	validation_1-mae:5987.11963
[1689]	validation_0-mae:3953.03394	validation_1-mae:5987.39746
[1690]	validation_0-mae:3952.59985	validation_1-mae:5987.29443
[1691]	validation_0-mae:3951.90063	validation_1-mae:5987.08203
[1692]	validation_0-mae:3950.90625	validation_1-mae:5987.16650
[1693]	validation_0-mae:3950.04761	validation_1-mae:5987.00732
[1694]	validation_0-mae:3949.31616	validation_1-mae:5987.63916
[1695]	validation_0-mae:3947.66846	validation_1-mae:5987.76172
[1696]	validation_0-mae:3946.93408	validation_1-mae:5987.59473
[1697]	validation_0-mae:3945.92969	validation_1-mae:5987.76514
[1698]	validation_0-mae:3945.32910	validation_1-mae:5987.77978
[1699]	validation_0-mae:3944.48438	validation_1-mae:5987.79248
Dropping: iii
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.57666
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.65723
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.49707
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.36865
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.02197
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.70166
[26]	validation_0-mae:7548.77930	validation_1-mae:7488.89014
[27]	validation_0-mae:7488.50049	validation_1-mae:7434.85938
[28]	validation_0-mae:7439.26465	validation_1-mae:7393.77002
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.55420
[30]	validation_0-mae:7361.33447	validation_1-mae:7328.94775
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.47852
[32]	validation_0-mae:7292.35889	validation_1-mae:7275.17725
[33]	validation_0-mae:7264.15234	validation_1-mae:7254.13525
[34]	validation_0-mae:7233.85840	validation_1-mae:7234.17822
[35]	validation_0-mae:7202.38184	validation_1-mae:7209.65283
[36]	validation_0-mae:7185.14014	validation_1-mae:7196.23828
[37]	validation_0-mae:7167.72656	validation_1-mae:7185.81006
[38]	validation_0-mae:7142.28711	validation_1-mae:7164.31103
[39]	validation_0-mae:7120.92188	validation_1-mae:7147.12793
[40]	validation_0-mae:7103.07910	validation_1-mae:7136.75732
[41]	validation_0-mae:7086.91162	validation_1-mae:7124.36279
[42]	validation_0-mae:7069.83105	validation_1-mae:7113.61963
[43]	validation_0-mae:7049.78418	validation_1-mae:7099.81250
[44]	validation_0-mae:7037.37158	validation_1-mae:7089.13379
[45]	validation_0-mae:7012.11084	validation_1-mae:7068.69385
[46]	validation_0-mae:6988.66650	validation_1-mae:7048.89355
[47]	validation_0-mae:6972.78711	validation_1-mae:7040.82520
[48]	validation_0-mae:6948.10645	validation_1-mae:7022.36035
[49]	validation_0-mae:6934.37207	validation_1-mae:7013.02832
[50]	validation_0-mae:6917.89600	validation_1-mae:7005.09180
[51]	validation_0-mae:6902.00488	validation_1-mae:6993.44824
[52]	validation_0-mae:6887.62744	validation_1-mae:6983.05225
[53]	validation_0-mae:6878.99463	validation_1-mae:6976.30811
[54]	validation_0-mae:6863.93066	validation_1-mae:6965.79639
[55]	validation_0-mae:6843.56445	validation_1-mae:6950.53516
[56]	validation_0-mae:6821.06250	validation_1-mae:6930.58008
[57]	validation_0-mae:6808.46094	validation_1-mae:6922.63477
[58]	validation_0-mae:6790.46045	validation_1-mae:6906.99805
[59]	validation_0-mae:6777.37402	validation_1-mae:6897.19775
[60]	validation_0-mae:6767.13574	validation_1-mae:6891.11279
[61]	validation_0-mae:6751.87598	validation_1-mae:6877.46777
[62]	validation_0-mae:6735.14746	validation_1-mae:6863.08447
[63]	validation_0-mae:6724.79395	validation_1-mae:6855.18359
[64]	validation_0-mae:6714.09570	validation_1-mae:6849.63330
[65]	validation_0-mae:6706.03613	validation_1-mae:6844.58984
[66]	validation_0-mae:6697.14551	validation_1-mae:6837.04346
[67]	validation_0-mae:6683.14258	validation_1-mae:6829.33545
[68]	validation_0-mae:6670.15332	validation_1-mae:6818.92432
[69]	validation_0-mae:6659.28955	validation_1-mae:6808.92383
[70]	validation_0-mae:6647.65967	validation_1-mae:6800.80371
[71]	validation_0-mae:6637.25342	validation_1-mae:6793.69336
[72]	validation_0-mae:6626.35938	validation_1-mae:6788.01709
[73]	validation_0-mae:6616.71973	validation_1-mae:6781.14209
[74]	validation_0-mae:6609.54932	validation_1-mae:6774.16553
[75]	validation_0-mae:6605.69238	validation_1-mae:6771.73291
[76]	validation_0-mae:6588.45068	validation_1-mae:6757.75586
[77]	validation_0-mae:6580.80225	validation_1-mae:6753.09424
[78]	validation_0-mae:6567.50684	validation_1-mae:6740.58984
[79]	validation_0-mae:6558.72119	validation_1-mae:6733.07666
[80]	validation_0-mae:6548.38672	validation_1-mae:6724.33301
[81]	validation_0-mae:6542.08008	validation_1-mae:6719.72803
[82]	validation_0-mae:6533.30469	validation_1-mae:6716.68555
[83]	validation_0-mae:6526.81738	validation_1-mae:6713.60596
[84]	validation_0-mae:6519.72266	validation_1-mae:6709.29590
[85]	validation_0-mae:6512.43799	validation_1-mae:6705.98779
[86]	validation_0-mae:6506.38818	validation_1-mae:6701.36523
[87]	validation_0-mae:6499.51611	validation_1-mae:6698.51465
[88]	validation_0-mae:6492.00684	validation_1-mae:6692.80615
[89]	validation_0-mae:6482.48291	validation_1-mae:6687.15869
[90]	validation_0-mae:6475.97266	validation_1-mae:6682.17334
[91]	validation_0-mae:6465.23145	validation_1-mae:6673.25244
[92]	validation_0-mae:6459.37207	validation_1-mae:6668.23779
[93]	validation_0-mae:6454.79541	validation_1-mae:6663.99414
[94]	validation_0-mae:6447.70215	validation_1-mae:6659.16553
[95]	validation_0-mae:6442.20947	validation_1-mae:6654.89941
[96]	validation_0-mae:6433.46728	validation_1-mae:6647.09375
[97]	validation_0-mae:6428.16797	validation_1-mae:6644.42969
[98]	validation_0-mae:6415.32520	validation_1-mae:6632.84766
[99]	validation_0-mae:6409.65967	validation_1-mae:6629.26172
[100]	validation_0-mae:6402.17334	validation_1-mae:6623.10596
[101]	validation_0-mae:6399.35498	validation_1-mae:6620.90186
[102]	validation_0-mae:6395.47022	validation_1-mae:6620.08057
[103]	validation_0-mae:6388.59082	validation_1-mae:6617.85254
[104]	validation_0-mae:6382.78125	validation_1-mae:6615.72119
[105]	validation_0-mae:6377.95801	validation_1-mae:6612.97266
[106]	validation_0-mae:6375.23926	validation_1-mae:6611.10889
[107]	validation_0-mae:6367.91455	validation_1-mae:6606.08008
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[1649]	validation_0-mae:3980.76514	validation_1-mae:5979.49707
[1650]	validation_0-mae:3980.46362	validation_1-mae:5979.33545
[1651]	validation_0-mae:3979.55688	validation_1-mae:5979.09766
[1652]	validation_0-mae:3978.85669	validation_1-mae:5979.14014
[1653]	validation_0-mae:3977.75830	validation_1-mae:5979.27637
[1654]	validation_0-mae:3977.50488	validation_1-mae:5979.24561
[1655]	validation_0-mae:3976.73633	validation_1-mae:5979.29248
[1656]	validation_0-mae:3976.11353	validation_1-mae:5979.48291
[1657]	validation_0-mae:3975.30200	validation_1-mae:5979.58887
[1658]	validation_0-mae:3974.65820	validation_1-mae:5979.33398
[1659]	validation_0-mae:3973.98877	validation_1-mae:5979.49951
[1660]	validation_0-mae:3972.48608	validation_1-mae:5979.29297
[1661]	validation_0-mae:3972.00781	validation_1-mae:5979.31299
[1662]	validation_0-mae:3971.38062	validation_1-mae:5979.43701
[1663]	validation_0-mae:3971.06372	validation_1-mae:5979.76709
[1664]	validation_0-mae:3969.86182	validation_1-mae:5979.58057
[1665]	validation_0-mae:3968.90698	validation_1-mae:5979.41846
[1666]	validation_0-mae:3968.62744	validation_1-mae:5979.46191
[1667]	validation_0-mae:3968.11401	validation_1-mae:5979.43799
[1668]	validation_0-mae:3967.56348	validation_1-mae:5979.28613
[1669]	validation_0-mae:3966.42090	validation_1-mae:5978.40625
[1670]	validation_0-mae:3965.74414	validation_1-mae:5978.34814
[1671]	validation_0-mae:3965.15381	validation_1-mae:5978.32422
[1672]	validation_0-mae:3964.17481	validation_1-mae:5978.59180
[1673]	validation_0-mae:3963.25732	validation_1-mae:5978.45850
[1674]	validation_0-mae:3962.47583	validation_1-mae:5978.20410
[1675]	validation_0-mae:3961.93628	validation_1-mae:5978.25830
[1676]	validation_0-mae:3960.45801	validation_1-mae:5977.97022
[1677]	validation_0-mae:3959.95117	validation_1-mae:5977.82178
[1678]	validation_0-mae:3959.13599	validation_1-mae:5978.06982
[1679]	validation_0-mae:3958.61914	validation_1-mae:5978.11572
[1680]	validation_0-mae:3958.14429	validation_1-mae:5978.07324
[1681]	validation_0-mae:3957.58862	validation_1-mae:5978.22754
[1682]	validation_0-mae:3956.67456	validation_1-mae:5978.47656
[1683]	validation_0-mae:3956.34009	validation_1-mae:5978.62988
[1684]	validation_0-mae:3955.89258	validation_1-mae:5978.36865
[1685]	validation_0-mae:3955.13916	validation_1-mae:5978.49268
[1686]	validation_0-mae:3954.55664	validation_1-mae:5978.51367
[1687]	validation_0-mae:3953.67017	validation_1-mae:5978.81250
[1688]	validation_0-mae:3953.33545	validation_1-mae:5978.87939
[1689]	validation_0-mae:3952.58057	validation_1-mae:5978.88721
[1690]	validation_0-mae:3951.74878	validation_1-mae:5979.03809
[1691]	validation_0-mae:3950.62695	validation_1-mae:5979.45557
[1692]	validation_0-mae:3950.19946	validation_1-mae:5979.52100
[1693]	validation_0-mae:3949.57568	validation_1-mae:5979.44971
[1694]	validation_0-mae:3948.92822	validation_1-mae:5979.30859
[1695]	validation_0-mae:3948.52979	validation_1-mae:5979.24463
[1696]	validation_0-mae:3948.30518	validation_1-mae:5979.24023
[1697]	validation_0-mae:3947.53223	validation_1-mae:5979.37158
[1698]	validation_0-mae:3947.51416	validation_1-mae:5979.38086
[1699]	validation_0-mae:3946.90674	validation_1-mae:5979.27978
Dropping: akiet
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.55859
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.75586
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.09863
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.67090
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.26172
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.83008
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.65137
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.71289
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.81738
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.89844
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.73828
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.60938
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.26318
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.94287
[26]	validation_0-mae:7548.77930	validation_1-mae:7489.13135
[27]	validation_0-mae:7488.50049	validation_1-mae:7435.10059
[28]	validation_0-mae:7439.26465	validation_1-mae:7394.01074
[29]	validation_0-mae:7397.07129	validation_1-mae:7359.84082
[30]	validation_0-mae:7361.33447	validation_1-mae:7329.21094
[31]	validation_0-mae:7320.76904	validation_1-mae:7292.67236
[32]	validation_0-mae:7292.35889	validation_1-mae:7275.20557
[33]	validation_0-mae:7264.15234	validation_1-mae:7254.57568
[34]	validation_0-mae:7233.85840	validation_1-mae:7234.61865
[35]	validation_0-mae:7202.38184	validation_1-mae:7209.74658
[36]	validation_0-mae:7185.14014	validation_1-mae:7196.75684
[37]	validation_0-mae:7167.72656	validation_1-mae:7186.32861
[38]	validation_0-mae:7142.28711	validation_1-mae:7164.82910
[39]	validation_0-mae:7120.92188	validation_1-mae:7147.28467
[40]	validation_0-mae:7103.07910	validation_1-mae:7136.83350
[41]	validation_0-mae:7086.91162	validation_1-mae:7124.16846
[42]	validation_0-mae:7069.83105	validation_1-mae:7113.42480
[43]	validation_0-mae:7049.78418	validation_1-mae:7099.61816
[44]	validation_0-mae:7037.37158	validation_1-mae:7089.09326
[45]	validation_0-mae:7012.11084	validation_1-mae:7068.65283
[46]	validation_0-mae:6988.66650	validation_1-mae:7048.85254
[47]	validation_0-mae:6972.78711	validation_1-mae:7040.78467
[48]	validation_0-mae:6948.10645	validation_1-mae:7022.31934
[49]	validation_0-mae:6934.37207	validation_1-mae:7012.98730
[50]	validation_0-mae:6917.89600	validation_1-mae:7005.05127
[51]	validation_0-mae:6902.00488	validation_1-mae:6993.40772
[52]	validation_0-mae:6887.62744	validation_1-mae:6983.01221
[53]	validation_0-mae:6878.99463	validation_1-mae:6976.26807
[54]	validation_0-mae:6863.93066	validation_1-mae:6965.75537
[55]	validation_0-mae:6843.56445	validation_1-mae:6950.49463
[56]	validation_0-mae:6821.06250	validation_1-mae:6930.53955
[57]	validation_0-mae:6808.46094	validation_1-mae:6922.59424
[58]	validation_0-mae:6790.46045	validation_1-mae:6906.95703
[59]	validation_0-mae:6777.37402	validation_1-mae:6897.15723
[60]	validation_0-mae:6767.13574	validation_1-mae:6891.07227
[61]	validation_0-mae:6751.87598	validation_1-mae:6877.42725
[62]	validation_0-mae:6735.14746	validation_1-mae:6863.04346
[63]	validation_0-mae:6724.79395	validation_1-mae:6854.86426
[64]	validation_0-mae:6714.09570	validation_1-mae:6849.31397
[65]	validation_0-mae:6706.03613	validation_1-mae:6844.27051
[66]	validation_0-mae:6697.14551	validation_1-mae:6836.72412
[67]	validation_0-mae:6683.14258	validation_1-mae:6829.01611
[68]	validation_0-mae:6670.15332	validation_1-mae:6818.60498
[69]	validation_0-mae:6659.28955	validation_1-mae:6808.60449
[70]	validation_0-mae:6647.65967	validation_1-mae:6800.48438
[71]	validation_0-mae:6637.25342	validation_1-mae:6793.72363
[72]	validation_0-mae:6626.35938	validation_1-mae:6788.04736
[73]	validation_0-mae:6616.71973	validation_1-mae:6781.17285
[74]	validation_0-mae:6609.54932	validation_1-mae:6774.19629
[75]	validation_0-mae:6605.69189	validation_1-mae:6771.76318
[76]	validation_0-mae:6588.45068	validation_1-mae:6757.78662
[77]	validation_0-mae:6580.80225	validation_1-mae:6753.12451
[78]	validation_0-mae:6567.50684	validation_1-mae:6740.47070
[79]	validation_0-mae:6558.72119	validation_1-mae:6732.95801
[80]	validation_0-mae:6548.38672	validation_1-mae:6724.21338
[81]	validation_0-mae:6542.08008	validation_1-mae:6719.60889
[82]	validation_0-mae:6533.30469	validation_1-mae:6716.56592
[83]	validation_0-mae:6526.81738	validation_1-mae:6713.48682
[84]	validation_0-mae:6519.72266	validation_1-mae:6709.17627
[85]	validation_0-mae:6512.43799	validation_1-mae:6706.16406
[86]	validation_0-mae:6506.38818	validation_1-mae:6701.70410
[87]	validation_0-mae:6499.51611	validation_1-mae:6698.85352
[88]	validation_0-mae:6492.00684	validation_1-mae:6693.14502
[89]	validation_0-mae:6482.48291	validation_1-mae:6687.49756
[90]	validation_0-mae:6475.97266	validation_1-mae:6682.51172
[91]	validation_0-mae:6465.23145	validation_1-mae:6673.59131
[92]	validation_0-mae:6459.37207	validation_1-mae:6668.57666
[93]	validation_0-mae:6454.79541	validation_1-mae:6664.33252
[94]	validation_0-mae:6447.70215	validation_1-mae:6659.50439
[95]	validation_0-mae:6442.20947	validation_1-mae:6655.23828
[96]	validation_0-mae:6433.46728	validation_1-mae:6647.43262
[97]	validation_0-mae:6428.16797	validation_1-mae:6644.76855
[98]	validation_0-mae:6415.32520	validation_1-mae:6633.18603
[99]	validation_0-mae:6409.65967	validation_1-mae:6629.60059
[100]	validation_0-mae:6402.17334	validation_1-mae:6623.44531
[101]	validation_0-mae:6399.35498	validation_1-mae:6621.24072
[102]	validation_0-mae:6395.47022	validation_1-mae:6620.41943
[103]	validation_0-mae:6388.59082	validation_1-mae:6618.19141
[104]	validation_0-mae:6382.78125	validation_1-mae:6616.05957
[105]	validation_0-mae:6377.95801	validation_1-mae:6613.31152
[106]	validation_0-mae:6375.23926	validation_1-mae:6611.44775
[107]	validation_0-mae:6367.91455	validation_1-mae:6606.32275
[108]	validation_0-mae:6362.46973	validation_1-mae:6601.65283
[109]	validation_0-mae:6357.52344	validation_1-mae:6597.72461
[110]	validation_0-mae:6348.91748	validation_1-mae:6593.89697
[111]	validation_0-mae:6343.11475	validation_1-mae:6588.82324
[112]	validation_0-mae:6339.02686	validation_1-mae:6587.42676
[113]	validation_0-mae:6333.24707	validation_1-mae:6582.86426
[114]	validation_0-mae:6327.52686	validation_1-mae:6579.25732
[115]	validation_0-mae:6322.87500	validation_1-mae:6575.18555
[116]	validation_0-mae:6315.84375	validation_1-mae:6568.94385
[117]	validation_0-mae:6314.15283	validation_1-mae:6568.55664
[118]	validation_0-mae:6307.32910	validation_1-mae:6563.55127
[119]	validation_0-mae:6301.71875	validation_1-mae:6559.91016
[120]	validation_0-mae:6298.10303	validation_1-mae:6556.70947
[121]	validation_0-mae:6293.76367	validation_1-mae:6555.26416
[122]	validation_0-mae:6285.89746	validation_1-mae:6549.42627
[123]	validation_0-mae:6279.06836	validation_1-mae:6546.88818
[124]	validation_0-mae:6273.79248	validation_1-mae:6543.03564
[125]	validation_0-mae:6267.62647	validation_1-mae:6538.91504
[126]	validation_0-mae:6261.92822	validation_1-mae:6535.94922
[127]	validation_0-mae:6260.07373	validation_1-mae:6534.00586
[128]	validation_0-mae:6255.03418	validation_1-mae:6530.64014
[129]	validation_0-mae:6250.92676	validation_1-mae:6529.10352
[130]	validation_0-mae:6247.27930	validation_1-mae:6526.26562
[131]	validation_0-mae:6243.40869	validation_1-mae:6523.77393
[132]	validation_0-mae:6240.24121	validation_1-mae:6521.60645
[133]	validation_0-mae:6233.51025	validation_1-mae:6517.83643
[134]	validation_0-mae:6226.83643	validation_1-mae:6514.86572
[135]	validation_0-mae:6224.29736	validation_1-mae:6513.39160
[136]	validation_0-mae:6218.72852	validation_1-mae:6510.92188
[137]	validation_0-mae:6213.41699	validation_1-mae:6507.65820
[138]	validation_0-mae:6209.91553	validation_1-mae:6504.35303
[139]	validation_0-mae:6203.91846	validation_1-mae:6501.40381
[140]	validation_0-mae:6201.06689	validation_1-mae:6500.42871
[141]	validation_0-mae:6197.93750	validation_1-mae:6498.52637
[142]	validation_0-mae:6193.33398	validation_1-mae:6497.49707
[143]	validation_0-mae:6186.79492	validation_1-mae:6491.99561
[144]	validation_0-mae:6181.77978	validation_1-mae:6488.84131
[145]	validation_0-mae:6177.38721	validation_1-mae:6486.64453
[146]	validation_0-mae:6173.85400	validation_1-mae:6485.03320
[147]	validation_0-mae:6170.36865	validation_1-mae:6483.07080
[148]	validation_0-mae:6168.59326	validation_1-mae:6481.57666
[149]	validation_0-mae:6166.56738	validation_1-mae:6480.35205
[150]	validation_0-mae:6161.04883	validation_1-mae:6477.74561
[151]	validation_0-mae:6156.15186	validation_1-mae:6475.84717
[152]	validation_0-mae:6150.61279	validation_1-mae:6472.96826
[153]	validation_0-mae:6145.92285	validation_1-mae:6470.65381
[154]	validation_0-mae:6142.61963	validation_1-mae:6469.77588
[155]	validation_0-mae:6138.77100	validation_1-mae:6467.90234
[156]	validation_0-mae:6136.14502	validation_1-mae:6465.97852
[157]	validation_0-mae:6131.00879	validation_1-mae:6462.01025
[158]	validation_0-mae:6127.18311	validation_1-mae:6459.91406
[159]	validation_0-mae:6123.24707	validation_1-mae:6456.79199
[160]	validation_0-mae:6119.18018	validation_1-mae:6454.59863
[161]	validation_0-mae:6110.21289	validation_1-mae:6448.73633
[162]	validation_0-mae:6107.77539	validation_1-mae:6447.53272
[163]	validation_0-mae:6105.27197	validation_1-mae:6446.68359
[164]	validation_0-mae:6100.77783	validation_1-mae:6443.65967
[165]	validation_0-mae:6096.14551	validation_1-mae:6441.84375
[166]	validation_0-mae:6091.38672	validation_1-mae:6440.09228
[167]	validation_0-mae:6087.79346	validation_1-mae:6439.70898
[168]	validation_0-mae:6084.32422	validation_1-mae:6438.38379
[169]	validation_0-mae:6080.31103	validation_1-mae:6435.09082
[170]	validation_0-mae:6077.50977	validation_1-mae:6434.17676
[171]	validation_0-mae:6074.10889	validation_1-mae:6431.91309
[172]	validation_0-mae:6069.85645	validation_1-mae:6429.46728
[173]	validation_0-mae:6065.73779	validation_1-mae:6428.16895
[174]	validation_0-mae:6063.03809	validation_1-mae:6427.31103
[175]	validation_0-mae:6061.16113	validation_1-mae:6426.84277
[176]	validation_0-mae:6057.70947	validation_1-mae:6425.15283
[177]	validation_0-mae:6055.24072	validation_1-mae:6424.59375
[178]	validation_0-mae:6051.55518	validation_1-mae:6422.02832
[179]	validation_0-mae:6047.47852	validation_1-mae:6420.11719
[180]	validation_0-mae:6043.34082	validation_1-mae:6418.18701
[181]	validation_0-mae:6040.00049	validation_1-mae:6416.16064
[182]	validation_0-mae:6034.45459	validation_1-mae:6412.57959
[183]	validation_0-mae:6031.74658	validation_1-mae:6410.45703
[184]	validation_0-mae:6029.72998	validation_1-mae:6409.50342
[185]	validation_0-mae:6026.79004	validation_1-mae:6408.92285
[186]	validation_0-mae:6024.20361	validation_1-mae:6407.66699
[187]	validation_0-mae:6022.26611	validation_1-mae:6406.38770
[188]	validation_0-mae:6019.68603	validation_1-mae:6405.70850
[189]	validation_0-mae:6017.98828	validation_1-mae:6404.19580
[190]	validation_0-mae:6012.70947	validation_1-mae:6402.71338
[191]	validation_0-mae:6010.43652	validation_1-mae:6401.75830
[192]	validation_0-mae:6006.39014	validation_1-mae:6400.15674
[193]	validation_0-mae:6001.15088	validation_1-mae:6395.59668
[194]	validation_0-mae:5996.74170	validation_1-mae:6395.08936
[195]	validation_0-mae:5994.10645	validation_1-mae:6394.80762
[196]	validation_0-mae:5989.62207	validation_1-mae:6393.24023
[197]	validation_0-mae:5987.43018	validation_1-mae:6392.21924
[198]	validation_0-mae:5984.01416	validation_1-mae:6391.04150
[199]	validation_0-mae:5981.85889	validation_1-mae:6389.10693
[200]	validation_0-mae:5975.79053	validation_1-mae:6384.70117
[201]	validation_0-mae:5967.92041	validation_1-mae:6379.40527
[202]	validation_0-mae:5966.72217	validation_1-mae:6379.09912
[203]	validation_0-mae:5963.04590	validation_1-mae:6377.74170
[204]	validation_0-mae:5957.63086	validation_1-mae:6373.82471
[205]	validation_0-mae:5955.86035	validation_1-mae:6373.20312
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[1492]	validation_0-mae:4086.84229	validation_1-mae:5981.75928
[1493]	validation_0-mae:4086.49048	validation_1-mae:5981.78906
[1494]	validation_0-mae:4086.12622	validation_1-mae:5981.54346
[1495]	validation_0-mae:4084.49268	validation_1-mae:5980.78125
[1496]	validation_0-mae:4083.69141	validation_1-mae:5981.15820
[1497]	validation_0-mae:4083.36377	validation_1-mae:5981.16309
[1498]	validation_0-mae:4082.32471	validation_1-mae:5981.67334
[1499]	validation_0-mae:4081.32031	validation_1-mae:5981.77978
[1500]	validation_0-mae:4079.94775	validation_1-mae:5981.21875
[1501]	validation_0-mae:4078.82153	validation_1-mae:5981.04785
[1502]	validation_0-mae:4078.08984	validation_1-mae:5980.95215
[1503]	validation_0-mae:4076.98071	validation_1-mae:5981.05566
[1504]	validation_0-mae:4076.03394	validation_1-mae:5980.56543
[1505]	validation_0-mae:4075.17139	validation_1-mae:5981.40576
[1506]	validation_0-mae:4074.25171	validation_1-mae:5980.89600
[1507]	validation_0-mae:4073.24805	validation_1-mae:5981.01367
[1508]	validation_0-mae:4072.67041	validation_1-mae:5981.05518
[1509]	validation_0-mae:4071.84424	validation_1-mae:5980.70312
[1510]	validation_0-mae:4071.67285	validation_1-mae:5980.59717
[1511]	validation_0-mae:4071.58716	validation_1-mae:5980.58594
[1512]	validation_0-mae:4071.56543	validation_1-mae:5980.57812
[1513]	validation_0-mae:4070.46631	validation_1-mae:5980.59863
[1514]	validation_0-mae:4069.42017	validation_1-mae:5980.54541
[1515]	validation_0-mae:4068.72217	validation_1-mae:5980.71484
[1516]	validation_0-mae:4068.13330	validation_1-mae:5980.59131
[1517]	validation_0-mae:4067.63696	validation_1-mae:5980.76416
[1518]	validation_0-mae:4066.43872	validation_1-mae:5980.64453
[1519]	validation_0-mae:4066.01709	validation_1-mae:5980.60693
[1520]	validation_0-mae:4065.81519	validation_1-mae:5980.57617
[1521]	validation_0-mae:4064.57812	validation_1-mae:5980.42871
[1522]	validation_0-mae:4064.50366	validation_1-mae:5980.33936
[1523]	validation_0-mae:4063.53809	validation_1-mae:5980.49805
[1524]	validation_0-mae:4062.84424	validation_1-mae:5980.87744
[1525]	validation_0-mae:4061.86279	validation_1-mae:5980.43457
[1526]	validation_0-mae:4061.24170	validation_1-mae:5980.58301
[1527]	validation_0-mae:4060.22095	validation_1-mae:5980.97852
[1528]	validation_0-mae:4059.54590	validation_1-mae:5981.07861
[1529]	validation_0-mae:4059.45190	validation_1-mae:5981.13330
[1530]	validation_0-mae:4058.84204	validation_1-mae:5981.30029
[1531]	validation_0-mae:4058.53467	validation_1-mae:5981.11963
[1532]	validation_0-mae:4058.18018	validation_1-mae:5981.25977
[1533]	validation_0-mae:4057.19458	validation_1-mae:5980.98047
[1534]	validation_0-mae:4056.04712	validation_1-mae:5980.96387
[1535]	validation_0-mae:4054.72876	validation_1-mae:5980.68652
[1536]	validation_0-mae:4053.68042	validation_1-mae:5980.59912
[1537]	validation_0-mae:4052.85767	validation_1-mae:5980.48828
[1538]	validation_0-mae:4052.47754	validation_1-mae:5980.43018
[1539]	validation_0-mae:4050.91724	validation_1-mae:5979.91260
[1540]	validation_0-mae:4049.49487	validation_1-mae:5979.53027
[1541]	validation_0-mae:4048.41162	validation_1-mae:5979.39355
[1542]	validation_0-mae:4047.53418	validation_1-mae:5979.25147
[1543]	validation_0-mae:4047.04419	validation_1-mae:5979.07568
[1544]	validation_0-mae:4046.41626	validation_1-mae:5979.00342
[1545]	validation_0-mae:4045.44922	validation_1-mae:5979.21973
[1546]	validation_0-mae:4044.29394	validation_1-mae:5979.64648
[1547]	validation_0-mae:4043.02197	validation_1-mae:5979.69385
[1548]	validation_0-mae:4042.60278	validation_1-mae:5979.70068
[1549]	validation_0-mae:4041.98291	validation_1-mae:5979.58838
[1550]	validation_0-mae:4041.38062	validation_1-mae:5979.75000
[1551]	validation_0-mae:4040.66089	validation_1-mae:5979.56592
[1552]	validation_0-mae:4039.47803	validation_1-mae:5978.67139
[1553]	validation_0-mae:4039.19751	validation_1-mae:5978.80420
[1554]	validation_0-mae:4038.58350	validation_1-mae:5978.83057
[1555]	validation_0-mae:4037.06470	validation_1-mae:5978.47998
[1556]	validation_0-mae:4036.42871	validation_1-mae:5978.22900
[1557]	validation_0-mae:4035.80591	validation_1-mae:5978.03320
[1558]	validation_0-mae:4035.36670	validation_1-mae:5977.87402
[1559]	validation_0-mae:4035.06787	validation_1-mae:5977.91357
[1560]	validation_0-mae:4034.33545	validation_1-mae:5977.66016
[1561]	validation_0-mae:4033.28003	validation_1-mae:5977.81348
[1562]	validation_0-mae:4032.74390	validation_1-mae:5977.97949
[1563]	validation_0-mae:4031.85059	validation_1-mae:5978.04492
[1564]	validation_0-mae:4031.52539	validation_1-mae:5978.15772
[1565]	validation_0-mae:4031.05762	validation_1-mae:5978.47656
[1566]	validation_0-mae:4030.53076	validation_1-mae:5978.71436
[1567]	validation_0-mae:4030.00220	validation_1-mae:5978.56738
[1568]	validation_0-mae:4029.76978	validation_1-mae:5978.69580
[1569]	validation_0-mae:4029.72827	validation_1-mae:5978.70264
[1570]	validation_0-mae:4029.28980	validation_1-mae:5978.80078
[1571]	validation_0-mae:4028.11816	validation_1-mae:5978.59863
[1572]	validation_0-mae:4026.95606	validation_1-mae:5978.57324
[1573]	validation_0-mae:4025.69824	validation_1-mae:5978.24268
[1574]	validation_0-mae:4025.26099	validation_1-mae:5978.25781
[1575]	validation_0-mae:4024.65869	validation_1-mae:5978.11035
[1576]	validation_0-mae:4023.63965	validation_1-mae:5978.94482
[1577]	validation_0-mae:4023.15796	validation_1-mae:5978.89893
[1578]	validation_0-mae:4021.41870	validation_1-mae:5978.76025
[1579]	validation_0-mae:4020.81006	validation_1-mae:5978.69824
[1580]	validation_0-mae:4020.23242	validation_1-mae:5978.66650
[1581]	validation_0-mae:4019.16626	validation_1-mae:5978.65918
[1582]	validation_0-mae:4018.62866	validation_1-mae:5978.41797
[1583]	validation_0-mae:4017.98901	validation_1-mae:5978.24072
[1584]	validation_0-mae:4017.11719	validation_1-mae:5978.58252
[1585]	validation_0-mae:4016.03564	validation_1-mae:5978.54004
[1586]	validation_0-mae:4015.76807	validation_1-mae:5978.44873
[1587]	validation_0-mae:4015.26880	validation_1-mae:5978.44385
[1588]	validation_0-mae:4014.77563	validation_1-mae:5978.28955
[1589]	validation_0-mae:4014.48047	validation_1-mae:5978.31103
[1590]	validation_0-mae:4014.34595	validation_1-mae:5978.31103
[1591]	validation_0-mae:4013.97314	validation_1-mae:5978.58203
[1592]	validation_0-mae:4013.58130	validation_1-mae:5978.75439
[1593]	validation_0-mae:4012.88794	validation_1-mae:5978.97119
[1594]	validation_0-mae:4011.74585	validation_1-mae:5979.09473
[1595]	validation_0-mae:4011.10889	validation_1-mae:5979.34863
[1596]	validation_0-mae:4010.20874	validation_1-mae:5979.30225
[1597]	validation_0-mae:4009.55933	validation_1-mae:5979.08398
[1598]	validation_0-mae:4009.16699	validation_1-mae:5979.31494
[1599]	validation_0-mae:4008.92969	validation_1-mae:5979.60059
[1600]	validation_0-mae:4008.14307	validation_1-mae:5979.02686
[1601]	validation_0-mae:4006.77441	validation_1-mae:5978.53418
[1602]	validation_0-mae:4006.03247	validation_1-mae:5978.83105
[1603]	validation_0-mae:4005.60010	validation_1-mae:5978.65918
[1604]	validation_0-mae:4004.21265	validation_1-mae:5978.94434
[1605]	validation_0-mae:4003.07056	validation_1-mae:5978.67480
[1606]	validation_0-mae:4002.34033	validation_1-mae:5978.08984
[1607]	validation_0-mae:4001.36279	validation_1-mae:5978.43457
[1608]	validation_0-mae:4000.10522	validation_1-mae:5979.19580
[1609]	validation_0-mae:3998.73022	validation_1-mae:5980.11475
[1610]	validation_0-mae:3998.06177	validation_1-mae:5980.20215
[1611]	validation_0-mae:3996.99097	validation_1-mae:5979.95557
[1612]	validation_0-mae:3996.38843	validation_1-mae:5979.91211
[1613]	validation_0-mae:3995.05322	validation_1-mae:5979.75781
[1614]	validation_0-mae:3994.47852	validation_1-mae:5980.19092
[1615]	validation_0-mae:3993.39575	validation_1-mae:5980.12305
[1616]	validation_0-mae:3991.98950	validation_1-mae:5980.41748
[1617]	validation_0-mae:3991.22388	validation_1-mae:5980.30908
[1618]	validation_0-mae:3990.25806	validation_1-mae:5980.26562
[1619]	validation_0-mae:3989.01587	validation_1-mae:5980.06445
[1620]	validation_0-mae:3988.42822	validation_1-mae:5980.30908
[1621]	validation_0-mae:3987.86133	validation_1-mae:5980.06787
[1622]	validation_0-mae:3987.18237	validation_1-mae:5979.78662
[1623]	validation_0-mae:3986.47876	validation_1-mae:5980.45117
[1624]	validation_0-mae:3986.11963	validation_1-mae:5980.54541
[1625]	validation_0-mae:3985.12891	validation_1-mae:5980.76758
[1626]	validation_0-mae:3984.46143	validation_1-mae:5980.79004
[1627]	validation_0-mae:3983.93091	validation_1-mae:5980.74072
[1628]	validation_0-mae:3983.60107	validation_1-mae:5980.84424
[1629]	validation_0-mae:3983.27246	validation_1-mae:5980.76904
[1630]	validation_0-mae:3982.39990	validation_1-mae:5980.74023
[1631]	validation_0-mae:3981.40381	validation_1-mae:5980.81055
[1632]	validation_0-mae:3980.62378	validation_1-mae:5980.66504
[1633]	validation_0-mae:3979.27563	validation_1-mae:5980.80469
[1634]	validation_0-mae:3978.24927	validation_1-mae:5980.23779
[1635]	validation_0-mae:3977.80469	validation_1-mae:5980.21826
[1636]	validation_0-mae:3977.27100	validation_1-mae:5979.91357
[1637]	validation_0-mae:3976.07861	validation_1-mae:5979.71045
[1638]	validation_0-mae:3974.85864	validation_1-mae:5979.62012
[1639]	validation_0-mae:3974.30835	validation_1-mae:5979.55518
[1640]	validation_0-mae:3973.41138	validation_1-mae:5979.41797
[1641]	validation_0-mae:3972.72485	validation_1-mae:5979.09033
[1642]	validation_0-mae:3972.28149	validation_1-mae:5978.89258
[1643]	validation_0-mae:3971.69189	validation_1-mae:5978.92383
[1644]	validation_0-mae:3970.91040	validation_1-mae:5978.75244
[1645]	validation_0-mae:3970.11597	validation_1-mae:5978.98682
[1646]	validation_0-mae:3969.25928	validation_1-mae:5978.93848
[1647]	validation_0-mae:3968.32642	validation_1-mae:5978.43262
[1648]	validation_0-mae:3967.92603	validation_1-mae:5978.58252
[1649]	validation_0-mae:3966.98755	validation_1-mae:5978.56885
[1650]	validation_0-mae:3966.45117	validation_1-mae:5978.51318
[1651]	validation_0-mae:3965.56128	validation_1-mae:5978.73926
[1652]	validation_0-mae:3964.34546	validation_1-mae:5978.55908
[1653]	validation_0-mae:3963.22412	validation_1-mae:5978.55566
[1654]	validation_0-mae:3962.25830	validation_1-mae:5978.79932
[1655]	validation_0-mae:3960.84131	validation_1-mae:5978.89893
[1656]	validation_0-mae:3960.31909	validation_1-mae:5979.05713
[1657]	validation_0-mae:3959.56665	validation_1-mae:5978.82178
[1658]	validation_0-mae:3958.47144	validation_1-mae:5978.86670
[1659]	validation_0-mae:3956.85376	validation_1-mae:5979.02539
[1660]	validation_0-mae:3956.03638	validation_1-mae:5978.95654
[1661]	validation_0-mae:3955.47021	validation_1-mae:5978.81592
[1662]	validation_0-mae:3954.49072	validation_1-mae:5979.08887
[1663]	validation_0-mae:3953.34570	validation_1-mae:5979.10889
[1664]	validation_0-mae:3952.67139	validation_1-mae:5978.66943
[1665]	validation_0-mae:3951.54956	validation_1-mae:5978.60010
[1666]	validation_0-mae:3950.93018	validation_1-mae:5978.85205
[1667]	validation_0-mae:3950.30298	validation_1-mae:5978.80127
[1668]	validation_0-mae:3949.91309	validation_1-mae:5978.79932
[1669]	validation_0-mae:3949.01269	validation_1-mae:5978.56738
[1670]	validation_0-mae:3948.01807	validation_1-mae:5978.97900
[1671]	validation_0-mae:3947.36231	validation_1-mae:5979.16650
[1672]	validation_0-mae:3946.86426	validation_1-mae:5979.52002
[1673]	validation_0-mae:3945.78271	validation_1-mae:5979.41797
[1674]	validation_0-mae:3945.44165	validation_1-mae:5979.55908
[1675]	validation_0-mae:3945.00122	validation_1-mae:5979.50732
[1676]	validation_0-mae:3944.04004	validation_1-mae:5979.77051
[1677]	validation_0-mae:3943.21948	validation_1-mae:5979.91553
[1678]	validation_0-mae:3942.16357	validation_1-mae:5980.50293
[1679]	validation_0-mae:3941.83350	validation_1-mae:5980.52588
[1680]	validation_0-mae:3941.18481	validation_1-mae:5980.51514
[1681]	validation_0-mae:3940.77612	validation_1-mae:5980.68506
[1682]	validation_0-mae:3939.96509	validation_1-mae:5980.84228
[1683]	validation_0-mae:3939.48291	validation_1-mae:5981.08105
[1684]	validation_0-mae:3939.04810	validation_1-mae:5980.84131
[1685]	validation_0-mae:3938.02222	validation_1-mae:5980.99268
[1686]	validation_0-mae:3937.50391	validation_1-mae:5981.36621
[1687]	validation_0-mae:3936.56641	validation_1-mae:5981.44824
[1688]	validation_0-mae:3935.59985	validation_1-mae:5981.63135
[1689]	validation_0-mae:3935.51196	validation_1-mae:5981.65478
[1690]	validation_0-mae:3934.58203	validation_1-mae:5982.13672
[1691]	validation_0-mae:3934.16138	validation_1-mae:5982.29297
[1692]	validation_0-mae:3933.57178	validation_1-mae:5982.13818
[1693]	validation_0-mae:3932.78101	validation_1-mae:5982.02930
[1694]	validation_0-mae:3931.74292	validation_1-mae:5982.24170
[1695]	validation_0-mae:3931.04956	validation_1-mae:5982.47168
[1696]	validation_0-mae:3928.90210	validation_1-mae:5982.05713
[1697]	validation_0-mae:3928.01025	validation_1-mae:5982.55176
[1698]	validation_0-mae:3927.00879	validation_1-mae:5983.59277
[1699]	validation_0-mae:3926.27979	validation_1-mae:5984.16504
Dropping: orygi
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.14258
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.33984
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.68164
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.25391
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.84473
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.41309
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.23438
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.29590
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.15967
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.24023
[22]	validation_0-mae:7846.75635	validation_1-mae:7746.08008
[23]	validation_0-mae:7760.49268	validation_1-mae:7676.95166
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.60498
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.28467
[26]	validation_0-mae:7548.76855	validation_1-mae:7488.50049
[27]	validation_0-mae:7488.48926	validation_1-mae:7434.46973
[28]	validation_0-mae:7439.25342	validation_1-mae:7393.37988
[29]	validation_0-mae:7397.08154	validation_1-mae:7359.20801
[30]	validation_0-mae:7361.37939	validation_1-mae:7328.57910
[31]	validation_0-mae:7320.82324	validation_1-mae:7291.98535
[32]	validation_0-mae:7292.41406	validation_1-mae:7274.51855
[33]	validation_0-mae:7264.21240	validation_1-mae:7253.88867
[34]	validation_0-mae:7233.89893	validation_1-mae:7233.93018
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.05762
[36]	validation_0-mae:7185.20361	validation_1-mae:7195.64307
[37]	validation_0-mae:7167.49853	validation_1-mae:7185.62793
[38]	validation_0-mae:7142.06152	validation_1-mae:7164.12939
[39]	validation_0-mae:7120.69287	validation_1-mae:7146.94238
[40]	validation_0-mae:7102.86865	validation_1-mae:7136.57471
[41]	validation_0-mae:7086.70312	validation_1-mae:7124.18018
[42]	validation_0-mae:7069.58447	validation_1-mae:7113.43799
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[1584]	validation_0-mae:4025.21484	validation_1-mae:5983.04004
[1585]	validation_0-mae:4024.53613	validation_1-mae:5983.15088
[1586]	validation_0-mae:4023.81958	validation_1-mae:5983.06103
[1587]	validation_0-mae:4022.66748	validation_1-mae:5983.13672
[1588]	validation_0-mae:4022.31177	validation_1-mae:5983.14746
[1589]	validation_0-mae:4021.84839	validation_1-mae:5983.22705
[1590]	validation_0-mae:4021.63843	validation_1-mae:5983.38379
[1591]	validation_0-mae:4021.15137	validation_1-mae:5983.38721
[1592]	validation_0-mae:4020.79590	validation_1-mae:5983.30713
[1593]	validation_0-mae:4020.55444	validation_1-mae:5983.36475
[1594]	validation_0-mae:4019.99634	validation_1-mae:5983.51221
[1595]	validation_0-mae:4018.49487	validation_1-mae:5983.66553
[1596]	validation_0-mae:4016.51001	validation_1-mae:5982.83008
[1597]	validation_0-mae:4015.57397	validation_1-mae:5982.95020
[1598]	validation_0-mae:4014.70312	validation_1-mae:5983.24561
[1599]	validation_0-mae:4013.59351	validation_1-mae:5983.44092
[1600]	validation_0-mae:4012.09277	validation_1-mae:5983.70654
[1601]	validation_0-mae:4010.78296	validation_1-mae:5983.78223
[1602]	validation_0-mae:4010.14624	validation_1-mae:5984.06299
[1603]	validation_0-mae:4009.30908	validation_1-mae:5984.50830
[1604]	validation_0-mae:4008.71069	validation_1-mae:5984.09033
[1605]	validation_0-mae:4008.33667	validation_1-mae:5984.05225
[1606]	validation_0-mae:4007.65918	validation_1-mae:5984.13818
[1607]	validation_0-mae:4006.61157	validation_1-mae:5983.49951
[1608]	validation_0-mae:4005.21777	validation_1-mae:5983.96728
[1609]	validation_0-mae:4004.13818	validation_1-mae:5983.77490
[1610]	validation_0-mae:4003.12842	validation_1-mae:5983.69824
[1611]	validation_0-mae:4002.25610	validation_1-mae:5983.92627
[1612]	validation_0-mae:4000.83887	validation_1-mae:5984.36328
[1613]	validation_0-mae:4000.28101	validation_1-mae:5984.17334
[1614]	validation_0-mae:3999.62476	validation_1-mae:5984.01172
[1615]	validation_0-mae:3998.17651	validation_1-mae:5983.82129
[1616]	validation_0-mae:3997.50684	validation_1-mae:5983.94775
[1617]	validation_0-mae:3997.04761	validation_1-mae:5984.16504
[1618]	validation_0-mae:3996.22144	validation_1-mae:5984.90625
[1619]	validation_0-mae:3995.47900	validation_1-mae:5984.73828
[1620]	validation_0-mae:3994.70215	validation_1-mae:5985.00732
[1621]	validation_0-mae:3994.18579	validation_1-mae:5985.30518
[1622]	validation_0-mae:3993.89600	validation_1-mae:5985.22217
[1623]	validation_0-mae:3993.12476	validation_1-mae:5985.36035
[1624]	validation_0-mae:3992.45532	validation_1-mae:5985.27930
[1625]	validation_0-mae:3991.58569	validation_1-mae:5985.60352
[1626]	validation_0-mae:3990.50855	validation_1-mae:5985.55615
[1627]	validation_0-mae:3989.51221	validation_1-mae:5985.87305
[1628]	validation_0-mae:3988.60742	validation_1-mae:5986.30078
[1629]	validation_0-mae:3988.07422	validation_1-mae:5986.22412
[1630]	validation_0-mae:3987.73144	validation_1-mae:5986.35400
[1631]	validation_0-mae:3987.00659	validation_1-mae:5986.51514
[1632]	validation_0-mae:3986.58643	validation_1-mae:5986.37402
[1633]	validation_0-mae:3985.70483	validation_1-mae:5985.97168
[1634]	validation_0-mae:3984.97656	validation_1-mae:5985.97510
[1635]	validation_0-mae:3984.28101	validation_1-mae:5985.63135
[1636]	validation_0-mae:3983.63355	validation_1-mae:5985.74316
[1637]	validation_0-mae:3983.44751	validation_1-mae:5985.75586
[1638]	validation_0-mae:3983.14062	validation_1-mae:5985.73242
[1639]	validation_0-mae:3982.72949	validation_1-mae:5985.64990
[1640]	validation_0-mae:3982.20483	validation_1-mae:5985.57422
[1641]	validation_0-mae:3981.71509	validation_1-mae:5985.80078
[1642]	validation_0-mae:3981.36865	validation_1-mae:5986.07617
[1643]	validation_0-mae:3980.85498	validation_1-mae:5986.45605
[1644]	validation_0-mae:3980.11011	validation_1-mae:5986.63428
[1645]	validation_0-mae:3979.61133	validation_1-mae:5986.37744
[1646]	validation_0-mae:3978.99951	validation_1-mae:5986.45264
[1647]	validation_0-mae:3978.17456	validation_1-mae:5986.56445
[1648]	validation_0-mae:3976.21973	validation_1-mae:5986.48828
[1649]	validation_0-mae:3974.99414	validation_1-mae:5987.15967
[1650]	validation_0-mae:3973.62061	validation_1-mae:5987.54395
[1651]	validation_0-mae:3971.95044	validation_1-mae:5987.45215
[1652]	validation_0-mae:3970.87744	validation_1-mae:5987.53125
[1653]	validation_0-mae:3970.36035	validation_1-mae:5987.95508
[1654]	validation_0-mae:3969.73364	validation_1-mae:5987.65820
[1655]	validation_0-mae:3969.04370	validation_1-mae:5987.88916
[1656]	validation_0-mae:3968.16211	validation_1-mae:5987.50781
[1657]	validation_0-mae:3967.50366	validation_1-mae:5987.02393
[1658]	validation_0-mae:3966.27417	validation_1-mae:5986.92529
[1659]	validation_0-mae:3965.63355	validation_1-mae:5986.51855
[1660]	validation_0-mae:3964.53271	validation_1-mae:5986.18652
[1661]	validation_0-mae:3964.05151	validation_1-mae:5986.39893
[1662]	validation_0-mae:3962.82861	validation_1-mae:5985.92480
[1663]	validation_0-mae:3961.17822	validation_1-mae:5986.79102
[1664]	validation_0-mae:3960.40454	validation_1-mae:5986.82471
[1665]	validation_0-mae:3959.29688	validation_1-mae:5987.14600
[1666]	validation_0-mae:3958.23755	validation_1-mae:5987.17529
[1667]	validation_0-mae:3957.51562	validation_1-mae:5987.04785
[1668]	validation_0-mae:3955.81763	validation_1-mae:5985.75488
[1669]	validation_0-mae:3955.13086	validation_1-mae:5985.95459
[1670]	validation_0-mae:3953.51782	validation_1-mae:5985.56201
[1671]	validation_0-mae:3953.24048	validation_1-mae:5985.55859
[1672]	validation_0-mae:3952.13574	validation_1-mae:5985.61865
[1673]	validation_0-mae:3951.42236	validation_1-mae:5985.86475
[1674]	validation_0-mae:3950.92017	validation_1-mae:5985.57520
[1675]	validation_0-mae:3950.21289	validation_1-mae:5985.56885
[1676]	validation_0-mae:3949.51318	validation_1-mae:5985.65381
[1677]	validation_0-mae:3948.84766	validation_1-mae:5985.98926
[1678]	validation_0-mae:3948.47900	validation_1-mae:5985.96826
[1679]	validation_0-mae:3947.88330	validation_1-mae:5985.88135
[1680]	validation_0-mae:3947.45166	validation_1-mae:5985.90576
[1681]	validation_0-mae:3946.27368	validation_1-mae:5985.69434
[1682]	validation_0-mae:3945.57129	validation_1-mae:5985.30078
[1683]	validation_0-mae:3944.82373	validation_1-mae:5985.36621
[1684]	validation_0-mae:3944.29858	validation_1-mae:5985.79443
[1685]	validation_0-mae:3943.35693	validation_1-mae:5985.67920
[1686]	validation_0-mae:3942.26709	validation_1-mae:5986.15137
[1687]	validation_0-mae:3941.83618	validation_1-mae:5986.16406
[1688]	validation_0-mae:3940.92505	validation_1-mae:5986.79639
[1689]	validation_0-mae:3940.33618	validation_1-mae:5986.80420
[1690]	validation_0-mae:3939.67554	validation_1-mae:5986.84082
[1691]	validation_0-mae:3939.20093	validation_1-mae:5986.90186
[1692]	validation_0-mae:3938.84741	validation_1-mae:5986.81445
[1693]	validation_0-mae:3937.21777	validation_1-mae:5986.44727
[1694]	validation_0-mae:3936.29346	validation_1-mae:5986.07959
[1695]	validation_0-mae:3935.55029	validation_1-mae:5985.93213
[1696]	validation_0-mae:3935.08472	validation_1-mae:5986.00195
[1697]	validation_0-mae:3934.16211	validation_1-mae:5985.63672
[1698]	validation_0-mae:3933.02344	validation_1-mae:5985.94434
[1699]	validation_0-mae:3932.16772	validation_1-mae:5985.88672
Dropping: szyb
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.69336
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.78516
[13]	validation_0-mae:9819.97461	validation_1-mae:9627.18359
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.65039
[15]	validation_0-mae:9084.41894	validation_1-mae:8909.22266
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.81348
[17]	validation_0-mae:8567.56836	validation_1-mae:8413.38184
[18]	validation_0-mae:8374.73828	validation_1-mae:8225.20410
[19]	validation_0-mae:8211.97070	validation_1-mae:8072.26514
[20]	validation_0-mae:8069.25439	validation_1-mae:7941.12842
[21]	validation_0-mae:7944.89600	validation_1-mae:7833.20898
[22]	validation_0-mae:7846.75635	validation_1-mae:7747.04932
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.92383
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.57764
[25]	validation_0-mae:7604.22461	validation_1-mae:7536.25732
[26]	validation_0-mae:7548.76855	validation_1-mae:7489.47314
[27]	validation_0-mae:7488.48926	validation_1-mae:7435.44238
[28]	validation_0-mae:7439.25342	validation_1-mae:7394.35254
[29]	validation_0-mae:7397.08154	validation_1-mae:7360.17969
[30]	validation_0-mae:7361.37939	validation_1-mae:7329.55078
[31]	validation_0-mae:7320.82324	validation_1-mae:7293.01123
[32]	validation_0-mae:7292.41406	validation_1-mae:7275.54395
[33]	validation_0-mae:7264.21240	validation_1-mae:7254.91455
[34]	validation_0-mae:7233.89893	validation_1-mae:7234.95557
[35]	validation_0-mae:7202.42920	validation_1-mae:7210.31201
[36]	validation_0-mae:7185.20361	validation_1-mae:7197.32275
[37]	validation_0-mae:7167.49853	validation_1-mae:7187.30664
[38]	validation_0-mae:7142.06152	validation_1-mae:7165.80811
[39]	validation_0-mae:7120.69287	validation_1-mae:7148.62207
[40]	validation_0-mae:7102.86865	validation_1-mae:7138.25391
[41]	validation_0-mae:7086.70312	validation_1-mae:7125.85938
[42]	validation_0-mae:7069.58447	validation_1-mae:7115.11670
[43]	validation_0-mae:7049.53027	validation_1-mae:7101.30762
[44]	validation_0-mae:7037.13135	validation_1-mae:7090.62695
[45]	validation_0-mae:7011.87891	validation_1-mae:7070.18457
[46]	validation_0-mae:6988.43945	validation_1-mae:7050.38477
[47]	validation_0-mae:6972.56152	validation_1-mae:7042.31689
[48]	validation_0-mae:6947.87549	validation_1-mae:7023.84912
[49]	validation_0-mae:6933.69238	validation_1-mae:7013.79883
[50]	validation_0-mae:6915.77148	validation_1-mae:7000.86963
[51]	validation_0-mae:6900.55615	validation_1-mae:6988.42041
[52]	validation_0-mae:6889.27148	validation_1-mae:6982.63428
[53]	validation_0-mae:6875.39160	validation_1-mae:6973.02686
[54]	validation_0-mae:6865.36963	validation_1-mae:6968.85010
[55]	validation_0-mae:6847.73633	validation_1-mae:6953.21973
[56]	validation_0-mae:6831.06250	validation_1-mae:6938.79590
[57]	validation_0-mae:6822.33252	validation_1-mae:6934.66260
[58]	validation_0-mae:6810.88574	validation_1-mae:6924.17236
[59]	validation_0-mae:6795.66113	validation_1-mae:6910.83105
[60]	validation_0-mae:6783.38623	validation_1-mae:6900.34033
[61]	validation_0-mae:6770.12353	validation_1-mae:6892.12891
[62]	validation_0-mae:6758.69922	validation_1-mae:6882.44727
[63]	validation_0-mae:6745.79736	validation_1-mae:6871.06299
[64]	validation_0-mae:6735.05664	validation_1-mae:6863.62353
[65]	validation_0-mae:6720.97022	validation_1-mae:6855.54150
[66]	validation_0-mae:6707.59766	validation_1-mae:6845.49805
[67]	validation_0-mae:6697.44971	validation_1-mae:6837.50586
[68]	validation_0-mae:6681.71289	validation_1-mae:6824.83203
[69]	validation_0-mae:6674.26904	validation_1-mae:6821.75195
[70]	validation_0-mae:6661.05762	validation_1-mae:6812.31689
[71]	validation_0-mae:6648.99853	validation_1-mae:6802.30762
[72]	validation_0-mae:6638.93262	validation_1-mae:6795.11084
[73]	validation_0-mae:6625.05029	validation_1-mae:6781.70068
[74]	validation_0-mae:6616.62842	validation_1-mae:6777.25830
[75]	validation_0-mae:6610.62012	validation_1-mae:6772.89795
[76]	validation_0-mae:6603.80420	validation_1-mae:6766.66357
[77]	validation_0-mae:6596.43213	validation_1-mae:6760.93359
[78]	validation_0-mae:6586.54492	validation_1-mae:6754.00439
[79]	validation_0-mae:6568.51367	validation_1-mae:6740.60449
[80]	validation_0-mae:6559.98779	validation_1-mae:6732.27490
[81]	validation_0-mae:6554.15430	validation_1-mae:6729.24805
[82]	validation_0-mae:6549.21728	validation_1-mae:6726.38281
[83]	validation_0-mae:6538.87939	validation_1-mae:6717.35449
[84]	validation_0-mae:6527.83887	validation_1-mae:6709.94043
[85]	validation_0-mae:6517.57812	validation_1-mae:6701.97168
[86]	validation_0-mae:6507.20898	validation_1-mae:6692.85791
[87]	validation_0-mae:6496.59570	validation_1-mae:6683.94434
[88]	validation_0-mae:6488.79590	validation_1-mae:6678.21338
[89]	validation_0-mae:6481.42139	validation_1-mae:6674.02734
[90]	validation_0-mae:6472.62939	validation_1-mae:6667.63428
[91]	validation_0-mae:6465.73633	validation_1-mae:6661.89648
[92]	validation_0-mae:6458.00098	validation_1-mae:6658.37891
[93]	validation_0-mae:6449.31445	validation_1-mae:6653.36572
[94]	validation_0-mae:6443.06103	validation_1-mae:6650.47900
[95]	validation_0-mae:6436.89844	validation_1-mae:6646.95850
[96]	validation_0-mae:6431.31201	validation_1-mae:6643.16602
[97]	validation_0-mae:6421.96191	validation_1-mae:6635.02295
[98]	validation_0-mae:6415.33252	validation_1-mae:6629.54639
[99]	validation_0-mae:6409.21582	validation_1-mae:6627.36230
[100]	validation_0-mae:6402.19092	validation_1-mae:6622.56934
[101]	validation_0-mae:6395.65039	validation_1-mae:6618.29443
[102]	validation_0-mae:6386.35938	validation_1-mae:6612.04834
[103]	validation_0-mae:6383.38184	validation_1-mae:6610.08496
[104]	validation_0-mae:6376.19629	validation_1-mae:6605.58301
[105]	validation_0-mae:6371.24121	validation_1-mae:6601.32861
[106]	validation_0-mae:6366.02441	validation_1-mae:6597.48438
[107]	validation_0-mae:6362.04590	validation_1-mae:6594.54932
[108]	validation_0-mae:6357.28027	validation_1-mae:6592.75391
[109]	validation_0-mae:6351.42969	validation_1-mae:6589.93701
[110]	validation_0-mae:6345.66895	validation_1-mae:6589.18213
[111]	validation_0-mae:6340.23438	validation_1-mae:6586.51221
[112]	validation_0-mae:6336.22803	validation_1-mae:6584.32471
[113]	validation_0-mae:6331.59668	validation_1-mae:6580.56397
[114]	validation_0-mae:6325.56445	validation_1-mae:6576.81738
[115]	validation_0-mae:6322.28809	validation_1-mae:6576.22461
[116]	validation_0-mae:6313.50391	validation_1-mae:6570.87695
[117]	validation_0-mae:6307.76855	validation_1-mae:6567.26611
[118]	validation_0-mae:6303.23291	validation_1-mae:6563.95654
[119]	validation_0-mae:6296.76465	validation_1-mae:6560.59912
[120]	validation_0-mae:6291.30762	validation_1-mae:6556.81689
[121]	validation_0-mae:6286.13281	validation_1-mae:6553.61621
[122]	validation_0-mae:6281.77539	validation_1-mae:6549.04248
[123]	validation_0-mae:6274.07861	validation_1-mae:6543.95850
[124]	validation_0-mae:6266.92090	validation_1-mae:6538.88770
[125]	validation_0-mae:6262.43311	validation_1-mae:6537.14941
[126]	validation_0-mae:6254.81543	validation_1-mae:6530.45703
[127]	validation_0-mae:6250.10400	validation_1-mae:6526.96533
[128]	validation_0-mae:6245.46973	validation_1-mae:6522.23193
[129]	validation_0-mae:6236.69043	validation_1-mae:6514.74170
[130]	validation_0-mae:6229.07959	validation_1-mae:6508.67822
[131]	validation_0-mae:6225.77393	validation_1-mae:6506.39014
[132]	validation_0-mae:6220.54688	validation_1-mae:6505.34131
[133]	validation_0-mae:6216.34522	validation_1-mae:6504.60107
[134]	validation_0-mae:6212.56055	validation_1-mae:6502.65869
[135]	validation_0-mae:6208.60352	validation_1-mae:6501.45117
[136]	validation_0-mae:6202.60742	validation_1-mae:6498.92236
[137]	validation_0-mae:6198.71143	validation_1-mae:6496.25928
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[1679]	validation_0-mae:3940.38745	validation_1-mae:5986.06445
[1680]	validation_0-mae:3939.99878	validation_1-mae:5986.18994
[1681]	validation_0-mae:3939.43262	validation_1-mae:5986.38135
[1682]	validation_0-mae:3938.85327	validation_1-mae:5986.53955
[1683]	validation_0-mae:3938.09888	validation_1-mae:5986.29395
[1684]	validation_0-mae:3937.47192	validation_1-mae:5986.08301
[1685]	validation_0-mae:3936.74951	validation_1-mae:5986.14209
[1686]	validation_0-mae:3936.27490	validation_1-mae:5985.88086
[1687]	validation_0-mae:3935.79028	validation_1-mae:5985.88232
[1688]	validation_0-mae:3935.17188	validation_1-mae:5985.87988
[1689]	validation_0-mae:3934.49756	validation_1-mae:5985.78662
[1690]	validation_0-mae:3933.85156	validation_1-mae:5985.83057
[1691]	validation_0-mae:3933.11670	validation_1-mae:5985.75244
[1692]	validation_0-mae:3932.54053	validation_1-mae:5985.65869
[1693]	validation_0-mae:3931.70190	validation_1-mae:5986.02148
[1694]	validation_0-mae:3930.30713	validation_1-mae:5985.83594
[1695]	validation_0-mae:3929.18384	validation_1-mae:5985.59522
[1696]	validation_0-mae:3928.72266	validation_1-mae:5985.71045
[1697]	validation_0-mae:3928.13672	validation_1-mae:5986.32275
[1698]	validation_0-mae:3926.38794	validation_1-mae:5985.62793
[1699]	validation_0-mae:3925.64966	validation_1-mae:5985.91260
Dropping: bezw
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.69336
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.78516
[13]	validation_0-mae:9819.97461	validation_1-mae:9627.18359
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.65039
[15]	validation_0-mae:9084.41894	validation_1-mae:8909.22266
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.81348
[17]	validation_0-mae:8567.56836	validation_1-mae:8413.38184
[18]	validation_0-mae:8374.73828	validation_1-mae:8225.20410
[19]	validation_0-mae:8211.97070	validation_1-mae:8072.26514
[20]	validation_0-mae:8069.25439	validation_1-mae:7941.12842
[21]	validation_0-mae:7944.89600	validation_1-mae:7833.20898
[22]	validation_0-mae:7846.75684	validation_1-mae:7747.04932
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.92041
[24]	validation_0-mae:7676.77881	validation_1-mae:7599.57422
[25]	validation_0-mae:7604.22461	validation_1-mae:7536.25342
[26]	validation_0-mae:7548.76855	validation_1-mae:7489.46924
[27]	validation_0-mae:7488.48926	validation_1-mae:7435.43897
[28]	validation_0-mae:7439.25342	validation_1-mae:7394.34863
[29]	validation_0-mae:7397.08154	validation_1-mae:7360.17676
[30]	validation_0-mae:7361.37939	validation_1-mae:7329.54785
[31]	validation_0-mae:7320.82324	validation_1-mae:7293.00781
[32]	validation_0-mae:7292.41406	validation_1-mae:7275.54102
[33]	validation_0-mae:7264.21240	validation_1-mae:7254.91113
[34]	validation_0-mae:7233.89893	validation_1-mae:7234.95264
[35]	validation_0-mae:7202.42920	validation_1-mae:7210.08008
[36]	validation_0-mae:7185.20361	validation_1-mae:7196.66553
[37]	validation_0-mae:7167.49853	validation_1-mae:7186.65039
[38]	validation_0-mae:7142.06152	validation_1-mae:7165.15137
[39]	validation_0-mae:7120.69287	validation_1-mae:7147.96484
[40]	validation_0-mae:7102.86865	validation_1-mae:7137.59668
[41]	validation_0-mae:7086.70312	validation_1-mae:7125.20264
[42]	validation_0-mae:7069.58447	validation_1-mae:7114.46045
[43]	validation_0-mae:7049.53027	validation_1-mae:7100.65137
[44]	validation_0-mae:7037.13135	validation_1-mae:7089.97070
[45]	validation_0-mae:7011.87891	validation_1-mae:7069.52734
[46]	validation_0-mae:6988.43945	validation_1-mae:7049.72754
[47]	validation_0-mae:6972.56152	validation_1-mae:7041.66016
[48]	validation_0-mae:6947.87549	validation_1-mae:7023.19189
[49]	validation_0-mae:6933.69238	validation_1-mae:7013.14160
[50]	validation_0-mae:6915.77148	validation_1-mae:7000.21240
[51]	validation_0-mae:6900.55615	validation_1-mae:6987.76416
[52]	validation_0-mae:6889.27148	validation_1-mae:6981.97803
[53]	validation_0-mae:6875.39160	validation_1-mae:6972.37061
[54]	validation_0-mae:6865.36963	validation_1-mae:6968.19336
[55]	validation_0-mae:6847.73633	validation_1-mae:6952.56348
[56]	validation_0-mae:6831.06250	validation_1-mae:6938.13867
[57]	validation_0-mae:6822.33252	validation_1-mae:6934.00586
[58]	validation_0-mae:6810.88574	validation_1-mae:6923.51562
[59]	validation_0-mae:6795.66113	validation_1-mae:6910.17383
[60]	validation_0-mae:6783.38623	validation_1-mae:6899.68359
[61]	validation_0-mae:6770.12353	validation_1-mae:6891.47168
[62]	validation_0-mae:6758.69922	validation_1-mae:6881.79004
[63]	validation_0-mae:6745.79736	validation_1-mae:6870.40576
[64]	validation_0-mae:6735.05664	validation_1-mae:6862.96680
[65]	validation_0-mae:6720.97022	validation_1-mae:6854.88525
[66]	validation_0-mae:6707.59766	validation_1-mae:6844.84180
[67]	validation_0-mae:6697.44971	validation_1-mae:6836.84863
[68]	validation_0-mae:6681.71289	validation_1-mae:6824.17480
[69]	validation_0-mae:6674.26904	validation_1-mae:6821.09522
[70]	validation_0-mae:6661.05762	validation_1-mae:6811.65967
[71]	validation_0-mae:6648.99853	validation_1-mae:6801.69482
[72]	validation_0-mae:6638.93262	validation_1-mae:6794.60059
[73]	validation_0-mae:6625.05029	validation_1-mae:6781.19043
[74]	validation_0-mae:6616.62842	validation_1-mae:6776.74805
[75]	validation_0-mae:6610.62012	validation_1-mae:6772.38770
[76]	validation_0-mae:6603.80420	validation_1-mae:6766.22510
[77]	validation_0-mae:6596.43213	validation_1-mae:6760.49414
[78]	validation_0-mae:6586.54492	validation_1-mae:6753.56494
[79]	validation_0-mae:6568.51367	validation_1-mae:6740.16504
[80]	validation_0-mae:6559.98779	validation_1-mae:6731.83594
[81]	validation_0-mae:6554.15430	validation_1-mae:6728.80908
[82]	validation_0-mae:6549.21728	validation_1-mae:6725.94385
[83]	validation_0-mae:6538.87939	validation_1-mae:6716.91602
[84]	validation_0-mae:6527.83887	validation_1-mae:6709.50098
[85]	validation_0-mae:6517.57812	validation_1-mae:6701.53223
[86]	validation_0-mae:6507.20898	validation_1-mae:6692.41797
[87]	validation_0-mae:6496.59570	validation_1-mae:6683.50488
[88]	validation_0-mae:6488.79590	validation_1-mae:6677.77393
[89]	validation_0-mae:6481.42139	validation_1-mae:6673.58789
[90]	validation_0-mae:6472.62939	validation_1-mae:6667.19531
[91]	validation_0-mae:6465.73633	validation_1-mae:6661.45752
[92]	validation_0-mae:6458.00098	validation_1-mae:6657.93945
[93]	validation_0-mae:6449.31445	validation_1-mae:6652.85205
[94]	validation_0-mae:6443.06152	validation_1-mae:6649.96533
[95]	validation_0-mae:6436.89844	validation_1-mae:6646.44482
[96]	validation_0-mae:6431.31201	validation_1-mae:6642.65234
[97]	validation_0-mae:6421.96191	validation_1-mae:6634.50928
[98]	validation_0-mae:6415.33252	validation_1-mae:6629.03320
[99]	validation_0-mae:6409.21582	validation_1-mae:6626.80518
[100]	validation_0-mae:6402.19092	validation_1-mae:6622.01221
[101]	validation_0-mae:6395.65039	validation_1-mae:6617.73730
[102]	validation_0-mae:6386.35938	validation_1-mae:6611.49219
[103]	validation_0-mae:6383.38184	validation_1-mae:6609.52832
[104]	validation_0-mae:6376.19629	validation_1-mae:6605.02588
[105]	validation_0-mae:6371.24121	validation_1-mae:6600.77148
[106]	validation_0-mae:6366.02441	validation_1-mae:6596.92725
[107]	validation_0-mae:6362.04639	validation_1-mae:6593.99316
[108]	validation_0-mae:6357.28027	validation_1-mae:6592.02539
[109]	validation_0-mae:6351.42969	validation_1-mae:6589.20850
[110]	validation_0-mae:6345.66895	validation_1-mae:6588.45361
[111]	validation_0-mae:6340.23438	validation_1-mae:6585.78418
[112]	validation_0-mae:6336.22803	validation_1-mae:6583.59668
[113]	validation_0-mae:6331.59717	validation_1-mae:6579.83545
[114]	validation_0-mae:6325.56445	validation_1-mae:6576.08936
[115]	validation_0-mae:6322.28809	validation_1-mae:6575.49609
[116]	validation_0-mae:6313.50391	validation_1-mae:6570.14893
[117]	validation_0-mae:6307.76855	validation_1-mae:6566.53760
[118]	validation_0-mae:6303.23291	validation_1-mae:6563.22803
[119]	validation_0-mae:6296.76465	validation_1-mae:6559.87061
[120]	validation_0-mae:6291.30762	validation_1-mae:6556.08887
[121]	validation_0-mae:6286.13281	validation_1-mae:6552.88770
[122]	validation_0-mae:6281.77539	validation_1-mae:6548.31397
[123]	validation_0-mae:6274.07861	validation_1-mae:6543.22998
[124]	validation_0-mae:6266.92188	validation_1-mae:6538.15918
[125]	validation_0-mae:6262.43311	validation_1-mae:6536.42139
[126]	validation_0-mae:6254.81543	validation_1-mae:6529.60645
[127]	validation_0-mae:6250.10400	validation_1-mae:6526.11523
[128]	validation_0-mae:6245.46973	validation_1-mae:6521.45996
[129]	validation_0-mae:6236.69043	validation_1-mae:6513.97022
[130]	validation_0-mae:6229.07959	validation_1-mae:6507.90674
[131]	validation_0-mae:6225.77393	validation_1-mae:6505.61865
[132]	validation_0-mae:6220.54688	validation_1-mae:6504.56934
[133]	validation_0-mae:6216.34522	validation_1-mae:6503.71387
[134]	validation_0-mae:6212.56055	validation_1-mae:6501.77148
[135]	validation_0-mae:6208.60352	validation_1-mae:6500.56445
[136]	validation_0-mae:6202.61816	validation_1-mae:6498.04199
[137]	validation_0-mae:6198.72217	validation_1-mae:6495.37793
[138]	validation_0-mae:6194.25684	validation_1-mae:6492.53223
[139]	validation_0-mae:6189.80420	validation_1-mae:6488.27881
[140]	validation_0-mae:6185.55664	validation_1-mae:6486.64941
[141]	validation_0-mae:6180.57959	validation_1-mae:6483.76123
[142]	validation_0-mae:6179.09912	validation_1-mae:6482.14600
[143]	validation_0-mae:6174.94141	validation_1-mae:6480.28516
[144]	validation_0-mae:6169.47998	validation_1-mae:6478.75830
[145]	validation_0-mae:6164.32715	validation_1-mae:6474.95898
[146]	validation_0-mae:6161.46094	validation_1-mae:6475.24316
[147]	validation_0-mae:6159.31641	validation_1-mae:6473.54834
[148]	validation_0-mae:6154.16895	validation_1-mae:6471.05078
[149]	validation_0-mae:6144.07080	validation_1-mae:6463.38037
[150]	validation_0-mae:6139.60107	validation_1-mae:6461.88232
[151]	validation_0-mae:6135.38135	validation_1-mae:6460.23779
[152]	validation_0-mae:6132.43945	validation_1-mae:6457.59766
[153]	validation_0-mae:6128.51709	validation_1-mae:6457.50293
[154]	validation_0-mae:6122.01123	validation_1-mae:6454.11768
[155]	validation_0-mae:6118.36572	validation_1-mae:6451.79736
[156]	validation_0-mae:6115.35059	validation_1-mae:6449.88477
[157]	validation_0-mae:6113.73145	validation_1-mae:6448.95020
[158]	validation_0-mae:6103.88037	validation_1-mae:6443.88281
[159]	validation_0-mae:6096.78027	validation_1-mae:6440.34424
[160]	validation_0-mae:6092.60205	validation_1-mae:6438.77832
[161]	validation_0-mae:6088.33154	validation_1-mae:6436.76025
[162]	validation_0-mae:6085.29150	validation_1-mae:6435.08105
[163]	validation_0-mae:6083.09326	validation_1-mae:6433.45996
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[165]	validation_0-mae:6076.42529	validation_1-mae:6431.81006
[166]	validation_0-mae:6071.10107	validation_1-mae:6428.57959
[167]	validation_0-mae:6067.82568	validation_1-mae:6427.18115
[168]	validation_0-mae:6064.98145	validation_1-mae:6425.76416
[169]	validation_0-mae:6062.64258	validation_1-mae:6424.67920
[170]	validation_0-mae:6058.41846	validation_1-mae:6422.37549
[171]	validation_0-mae:6056.03320	validation_1-mae:6421.63916
[172]	validation_0-mae:6053.73730	validation_1-mae:6419.73975
[173]	validation_0-mae:6050.96045	validation_1-mae:6418.27393
[174]	validation_0-mae:6047.82227	validation_1-mae:6416.64600
[175]	validation_0-mae:6043.90918	validation_1-mae:6415.13477
[176]	validation_0-mae:6040.53662	validation_1-mae:6412.64404
[177]	validation_0-mae:6036.69580	validation_1-mae:6410.56738
[178]	validation_0-mae:6033.45215	validation_1-mae:6408.51514
[179]	validation_0-mae:6030.86230	validation_1-mae:6407.80176
[180]	validation_0-mae:6029.12500	validation_1-mae:6407.48633
[181]	validation_0-mae:6027.69727	validation_1-mae:6406.30420
[182]	validation_0-mae:6023.56445	validation_1-mae:6404.70557
[183]	validation_0-mae:6020.12695	validation_1-mae:6403.31445
[184]	validation_0-mae:6016.17432	validation_1-mae:6401.66455
[185]	validation_0-mae:6014.93066	validation_1-mae:6401.18799
[186]	validation_0-mae:6012.23291	validation_1-mae:6399.37158
[187]	validation_0-mae:6006.80615	validation_1-mae:6395.55908
[188]	validation_0-mae:6003.00342	validation_1-mae:6394.53516
[189]	validation_0-mae:5997.33740	validation_1-mae:6390.39746
[190]	validation_0-mae:5992.70215	validation_1-mae:6388.36914
[191]	validation_0-mae:5987.80518	validation_1-mae:6384.96680
[192]	validation_0-mae:5985.75879	validation_1-mae:6384.04004
[193]	validation_0-mae:5983.69775	validation_1-mae:6383.90332
[194]	validation_0-mae:5981.66895	validation_1-mae:6382.26367
[195]	validation_0-mae:5978.54395	validation_1-mae:6380.39258
[196]	validation_0-mae:5973.31641	validation_1-mae:6377.48682
[197]	validation_0-mae:5967.95410	validation_1-mae:6374.95557
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[199]	validation_0-mae:5964.55664	validation_1-mae:6373.32910
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[201]	validation_0-mae:5960.17139	validation_1-mae:6372.49170
[202]	validation_0-mae:5954.65869	validation_1-mae:6371.97900
[203]	validation_0-mae:5950.49707	validation_1-mae:6369.10449
[204]	validation_0-mae:5942.59619	validation_1-mae:6364.03809
[205]	validation_0-mae:5939.12793	validation_1-mae:6363.40869
[206]	validation_0-mae:5935.19238	validation_1-mae:6361.66797
[207]	validation_0-mae:5934.08838	validation_1-mae:6361.46582
[208]	validation_0-mae:5931.05859	validation_1-mae:6360.87305
[209]	validation_0-mae:5927.23535	validation_1-mae:6358.10400
[210]	validation_0-mae:5924.84082	validation_1-mae:6357.10840
[211]	validation_0-mae:5921.31397	validation_1-mae:6356.61426
[212]	validation_0-mae:5919.28369	validation_1-mae:6354.96728
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[214]	validation_0-mae:5915.93799	validation_1-mae:6353.87695
[215]	validation_0-mae:5912.03760	validation_1-mae:6350.92627
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[218]	validation_0-mae:5904.16797	validation_1-mae:6348.80713
[219]	validation_0-mae:5901.57520	validation_1-mae:6348.26367
[220]	validation_0-mae:5896.48828	validation_1-mae:6344.39258
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[1520]	validation_0-mae:4061.78076	validation_1-mae:5983.64844
[1521]	validation_0-mae:4061.36255	validation_1-mae:5983.57764
[1522]	validation_0-mae:4061.32666	validation_1-mae:5983.59277
[1523]	validation_0-mae:4060.89868	validation_1-mae:5983.56934
[1524]	validation_0-mae:4060.51807	validation_1-mae:5983.26172
[1525]	validation_0-mae:4059.58838	validation_1-mae:5983.11475
[1526]	validation_0-mae:4058.22485	validation_1-mae:5983.39404
[1527]	validation_0-mae:4057.33008	validation_1-mae:5983.27344
[1528]	validation_0-mae:4056.57324	validation_1-mae:5983.66357
[1529]	validation_0-mae:4056.19458	validation_1-mae:5983.82764
[1530]	validation_0-mae:4055.58520	validation_1-mae:5983.80957
[1531]	validation_0-mae:4055.10278	validation_1-mae:5983.70605
[1532]	validation_0-mae:4054.37500	validation_1-mae:5983.90137
[1533]	validation_0-mae:4053.31177	validation_1-mae:5983.53711
[1534]	validation_0-mae:4052.27368	validation_1-mae:5983.32861
[1535]	validation_0-mae:4051.98340	validation_1-mae:5983.05029
[1536]	validation_0-mae:4050.79102	validation_1-mae:5983.20703
[1537]	validation_0-mae:4050.07495	validation_1-mae:5983.04639
[1538]	validation_0-mae:4049.18066	validation_1-mae:5982.87207
[1539]	validation_0-mae:4048.54248	validation_1-mae:5983.17920
[1540]	validation_0-mae:4048.04688	validation_1-mae:5983.21533
[1541]	validation_0-mae:4047.49756	validation_1-mae:5983.36133
[1542]	validation_0-mae:4046.21240	validation_1-mae:5983.65186
[1543]	validation_0-mae:4045.72949	validation_1-mae:5983.62207
[1544]	validation_0-mae:4045.08887	validation_1-mae:5983.76416
[1545]	validation_0-mae:4044.24512	validation_1-mae:5984.25391
[1546]	validation_0-mae:4043.56323	validation_1-mae:5984.05225
[1547]	validation_0-mae:4042.24976	validation_1-mae:5984.06787
[1548]	validation_0-mae:4040.85303	validation_1-mae:5983.76758
[1549]	validation_0-mae:4039.76416	validation_1-mae:5983.91211
[1550]	validation_0-mae:4039.16577	validation_1-mae:5983.71387
[1551]	validation_0-mae:4038.75146	validation_1-mae:5983.73389
[1552]	validation_0-mae:4037.84351	validation_1-mae:5984.00000
[1553]	validation_0-mae:4037.29272	validation_1-mae:5983.87598
[1554]	validation_0-mae:4036.59058	validation_1-mae:5983.60303
[1555]	validation_0-mae:4036.26685	validation_1-mae:5983.67383
[1556]	validation_0-mae:4035.61768	validation_1-mae:5983.45850
[1557]	validation_0-mae:4034.68286	validation_1-mae:5983.09863
[1558]	validation_0-mae:4033.89941	validation_1-mae:5983.14307
[1559]	validation_0-mae:4032.40112	validation_1-mae:5982.28174
[1560]	validation_0-mae:4031.84399	validation_1-mae:5982.33789
[1561]	validation_0-mae:4031.11621	validation_1-mae:5982.42432
[1562]	validation_0-mae:4030.22827	validation_1-mae:5982.29150
[1563]	validation_0-mae:4028.81152	validation_1-mae:5982.36670
[1564]	validation_0-mae:4027.52515	validation_1-mae:5982.57812
[1565]	validation_0-mae:4026.27124	validation_1-mae:5982.38574
[1566]	validation_0-mae:4025.32568	validation_1-mae:5982.98047
[1567]	validation_0-mae:4024.06274	validation_1-mae:5983.19873
[1568]	validation_0-mae:4022.78052	validation_1-mae:5982.48730
[1569]	validation_0-mae:4021.91187	validation_1-mae:5982.69434
[1570]	validation_0-mae:4020.84766	validation_1-mae:5982.95166
[1571]	validation_0-mae:4019.79981	validation_1-mae:5983.05664
[1572]	validation_0-mae:4019.09912	validation_1-mae:5983.08545
[1573]	validation_0-mae:4018.39404	validation_1-mae:5983.47119
[1574]	validation_0-mae:4016.76074	validation_1-mae:5983.24609
[1575]	validation_0-mae:4016.02979	validation_1-mae:5983.42773
[1576]	validation_0-mae:4014.71997	validation_1-mae:5983.36523
[1577]	validation_0-mae:4013.85376	validation_1-mae:5983.10352
[1578]	validation_0-mae:4012.82617	validation_1-mae:5983.26953
[1579]	validation_0-mae:4011.96533	validation_1-mae:5982.90478
[1580]	validation_0-mae:4011.39307	validation_1-mae:5982.96045
[1581]	validation_0-mae:4010.59888	validation_1-mae:5982.72510
[1582]	validation_0-mae:4009.80762	validation_1-mae:5982.52539
[1583]	validation_0-mae:4008.70557	validation_1-mae:5982.95215
[1584]	validation_0-mae:4008.19751	validation_1-mae:5983.18115
[1585]	validation_0-mae:4006.94336	validation_1-mae:5983.43164
[1586]	validation_0-mae:4005.96094	validation_1-mae:5983.66992
[1587]	validation_0-mae:4004.96313	validation_1-mae:5983.45459
[1588]	validation_0-mae:4004.08496	validation_1-mae:5983.71533
[1589]	validation_0-mae:4002.52734	validation_1-mae:5983.31934
[1590]	validation_0-mae:4001.88135	validation_1-mae:5983.18652
[1591]	validation_0-mae:4001.32446	validation_1-mae:5983.10352
[1592]	validation_0-mae:4000.10059	validation_1-mae:5983.08447
[1593]	validation_0-mae:3998.40967	validation_1-mae:5983.67529
[1594]	validation_0-mae:3997.61401	validation_1-mae:5983.85840
[1595]	validation_0-mae:3996.97168	validation_1-mae:5983.89502
[1596]	validation_0-mae:3996.60010	validation_1-mae:5983.98779
[1597]	validation_0-mae:3995.94482	validation_1-mae:5983.77100
[1598]	validation_0-mae:3995.46973	validation_1-mae:5983.72119
[1599]	validation_0-mae:3994.53833	validation_1-mae:5983.17285
[1600]	validation_0-mae:3993.70996	validation_1-mae:5983.21045
[1601]	validation_0-mae:3992.93457	validation_1-mae:5982.90137
[1602]	validation_0-mae:3992.05835	validation_1-mae:5982.84033
[1603]	validation_0-mae:3990.32739	validation_1-mae:5982.54053
[1604]	validation_0-mae:3989.15137	validation_1-mae:5982.30029
[1605]	validation_0-mae:3988.42285	validation_1-mae:5982.45947
[1606]	validation_0-mae:3987.12891	validation_1-mae:5982.72705
[1607]	validation_0-mae:3986.45776	validation_1-mae:5982.93115
[1608]	validation_0-mae:3986.14917	validation_1-mae:5983.18897
[1609]	validation_0-mae:3985.46313	validation_1-mae:5983.23242
[1610]	validation_0-mae:3984.90820	validation_1-mae:5983.19971
[1611]	validation_0-mae:3984.11938	validation_1-mae:5983.12842
[1612]	validation_0-mae:3983.81836	validation_1-mae:5983.43506
[1613]	validation_0-mae:3983.13721	validation_1-mae:5983.23535
[1614]	validation_0-mae:3982.92822	validation_1-mae:5982.98584
[1615]	validation_0-mae:3982.42578	validation_1-mae:5982.84766
[1616]	validation_0-mae:3981.76733	validation_1-mae:5983.07324
[1617]	validation_0-mae:3980.84644	validation_1-mae:5983.04639
[1618]	validation_0-mae:3979.97070	validation_1-mae:5982.76367
[1619]	validation_0-mae:3979.95679	validation_1-mae:5982.78857
[1620]	validation_0-mae:3979.35107	validation_1-mae:5982.57080
[1621]	validation_0-mae:3978.55713	validation_1-mae:5982.84668
[1622]	validation_0-mae:3978.25122	validation_1-mae:5982.85156
[1623]	validation_0-mae:3977.11060	validation_1-mae:5983.25439
[1624]	validation_0-mae:3975.98071	validation_1-mae:5983.85596
[1625]	validation_0-mae:3975.21338	validation_1-mae:5983.91895
[1626]	validation_0-mae:3973.31079	validation_1-mae:5983.70898
[1627]	validation_0-mae:3971.61938	validation_1-mae:5983.98486
[1628]	validation_0-mae:3971.02612	validation_1-mae:5984.24023
[1629]	validation_0-mae:3969.91089	validation_1-mae:5984.60889
[1630]	validation_0-mae:3968.29102	validation_1-mae:5984.08545
[1631]	validation_0-mae:3967.51538	validation_1-mae:5983.79785
[1632]	validation_0-mae:3966.13623	validation_1-mae:5983.70068
[1633]	validation_0-mae:3964.70850	validation_1-mae:5983.06885
[1634]	validation_0-mae:3963.15088	validation_1-mae:5982.89844
[1635]	validation_0-mae:3961.98731	validation_1-mae:5983.35010
[1636]	validation_0-mae:3961.16480	validation_1-mae:5983.28857
[1637]	validation_0-mae:3960.02319	validation_1-mae:5983.64746
[1638]	validation_0-mae:3958.89087	validation_1-mae:5983.52686
[1639]	validation_0-mae:3958.16211	validation_1-mae:5983.46875
[1640]	validation_0-mae:3957.17383	validation_1-mae:5983.39844
[1641]	validation_0-mae:3956.40527	validation_1-mae:5983.44189
[1642]	validation_0-mae:3954.70117	validation_1-mae:5982.84961
[1643]	validation_0-mae:3953.88696	validation_1-mae:5982.96436
[1644]	validation_0-mae:3952.84326	validation_1-mae:5983.40234
[1645]	validation_0-mae:3952.13818	validation_1-mae:5983.66455
[1646]	validation_0-mae:3951.16309	validation_1-mae:5983.58887
[1647]	validation_0-mae:3950.43652	validation_1-mae:5983.49316
[1648]	validation_0-mae:3949.38452	validation_1-mae:5983.31592
[1649]	validation_0-mae:3948.62109	validation_1-mae:5983.52588
[1650]	validation_0-mae:3947.54028	validation_1-mae:5983.78760
[1651]	validation_0-mae:3946.42871	validation_1-mae:5983.57422
[1652]	validation_0-mae:3945.67065	validation_1-mae:5983.40869
[1653]	validation_0-mae:3944.99463	validation_1-mae:5983.18555
[1654]	validation_0-mae:3944.07739	validation_1-mae:5983.41260
[1655]	validation_0-mae:3942.85938	validation_1-mae:5983.64746
[1656]	validation_0-mae:3942.04224	validation_1-mae:5983.71582
[1657]	validation_0-mae:3940.77612	validation_1-mae:5983.92627
[1658]	validation_0-mae:3940.25928	validation_1-mae:5983.89551
[1659]	validation_0-mae:3939.24854	validation_1-mae:5983.79736
[1660]	validation_0-mae:3938.39575	validation_1-mae:5983.50049
[1661]	validation_0-mae:3937.50342	validation_1-mae:5983.72949
[1662]	validation_0-mae:3936.75732	validation_1-mae:5983.50781
[1663]	validation_0-mae:3936.23486	validation_1-mae:5983.13672
[1664]	validation_0-mae:3935.02710	validation_1-mae:5983.20557
[1665]	validation_0-mae:3933.74316	validation_1-mae:5983.09277
[1666]	validation_0-mae:3932.87012	validation_1-mae:5982.90674
[1667]	validation_0-mae:3932.28906	validation_1-mae:5982.97559
[1668]	validation_0-mae:3931.98975	validation_1-mae:5983.07666
[1669]	validation_0-mae:3931.22730	validation_1-mae:5983.22412
[1670]	validation_0-mae:3930.30225	validation_1-mae:5983.27197
[1671]	validation_0-mae:3929.86719	validation_1-mae:5983.63477
[1672]	validation_0-mae:3929.27783	validation_1-mae:5983.65381
[1673]	validation_0-mae:3928.43677	validation_1-mae:5983.62598
[1674]	validation_0-mae:3927.89111	validation_1-mae:5983.44141
[1675]	validation_0-mae:3927.27466	validation_1-mae:5983.49023
[1676]	validation_0-mae:3926.83057	validation_1-mae:5983.67822
[1677]	validation_0-mae:3926.38769	validation_1-mae:5983.49463
[1678]	validation_0-mae:3925.89502	validation_1-mae:5983.52881
[1679]	validation_0-mae:3925.25684	validation_1-mae:5983.37842
[1680]	validation_0-mae:3925.05005	validation_1-mae:5983.33789
[1681]	validation_0-mae:3924.65967	validation_1-mae:5983.57715
[1682]	validation_0-mae:3924.50806	validation_1-mae:5983.48340
[1683]	validation_0-mae:3923.82422	validation_1-mae:5983.13867
[1684]	validation_0-mae:3923.20581	validation_1-mae:5983.25977
[1685]	validation_0-mae:3923.11597	validation_1-mae:5983.33252
[1686]	validation_0-mae:3922.31812	validation_1-mae:5983.78369
[1687]	validation_0-mae:3921.61157	validation_1-mae:5984.51270
[1688]	validation_0-mae:3921.49097	validation_1-mae:5984.50293
[1689]	validation_0-mae:3920.64453	validation_1-mae:5984.14160
[1690]	validation_0-mae:3920.36304	validation_1-mae:5984.19434
[1691]	validation_0-mae:3919.29028	validation_1-mae:5983.87598
[1692]	validation_0-mae:3918.80688	validation_1-mae:5983.82031
[1693]	validation_0-mae:3917.86816	validation_1-mae:5983.67188
[1694]	validation_0-mae:3917.05103	validation_1-mae:5983.94336
[1695]	validation_0-mae:3916.46240	validation_1-mae:5983.99414
[1696]	validation_0-mae:3916.13232	validation_1-mae:5984.06592
[1697]	validation_0-mae:3914.80005	validation_1-mae:5984.02490
[1698]	validation_0-mae:3914.05591	validation_1-mae:5983.86377
[1699]	validation_0-mae:3913.11035	validation_1-mae:5983.90723
Dropping: smart
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.14258
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.33984
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.68164
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.25391
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.84473
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.41309
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.23438
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.29590
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.15967
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.24023
[22]	validation_0-mae:7846.75684	validation_1-mae:7745.81348
[23]	validation_0-mae:7760.49268	validation_1-mae:7676.68457
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.33838
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.01807
[26]	validation_0-mae:7548.76904	validation_1-mae:7488.23340
[27]	validation_0-mae:7488.48926	validation_1-mae:7433.98047
[28]	validation_0-mae:7439.25342	validation_1-mae:7392.89062
[29]	validation_0-mae:7397.08154	validation_1-mae:7358.71875
[30]	validation_0-mae:7361.37988	validation_1-mae:7328.25293
[31]	validation_0-mae:7320.82324	validation_1-mae:7291.71289
[32]	validation_0-mae:7292.41406	validation_1-mae:7274.24609
[33]	validation_0-mae:7264.21289	validation_1-mae:7253.61670
[34]	validation_0-mae:7233.89893	validation_1-mae:7233.65772
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.01416
[36]	validation_0-mae:7185.20361	validation_1-mae:7195.59961
[37]	validation_0-mae:7167.49853	validation_1-mae:7185.58398
[38]	validation_0-mae:7142.06152	validation_1-mae:7164.08545
[39]	validation_0-mae:7120.69287	validation_1-mae:7146.89893
[40]	validation_0-mae:7102.86865	validation_1-mae:7136.53076
[41]	validation_0-mae:7086.70312	validation_1-mae:7123.93652
[42]	validation_0-mae:7069.58447	validation_1-mae:7113.19434
[43]	validation_0-mae:7049.53027	validation_1-mae:7099.38525
[44]	validation_0-mae:7037.13135	validation_1-mae:7088.70459
[45]	validation_0-mae:7011.87891	validation_1-mae:7068.26172
[46]	validation_0-mae:6988.43945	validation_1-mae:7048.46240
[47]	validation_0-mae:6972.56152	validation_1-mae:7040.39453
[48]	validation_0-mae:6947.87549	validation_1-mae:7021.92578
[49]	validation_0-mae:6933.69238	validation_1-mae:7011.87598
[50]	validation_0-mae:6915.77197	validation_1-mae:6998.94727
[51]	validation_0-mae:6900.55615	validation_1-mae:6986.49805
[52]	validation_0-mae:6889.27197	validation_1-mae:6980.78760
[53]	validation_0-mae:6875.39160	validation_1-mae:6971.18018
[54]	validation_0-mae:6865.36963	validation_1-mae:6967.00244
[55]	validation_0-mae:6847.73633	validation_1-mae:6951.37305
[56]	validation_0-mae:6831.06250	validation_1-mae:6936.94824
[57]	validation_0-mae:6822.33252	validation_1-mae:6932.81494
[58]	validation_0-mae:6810.88574	validation_1-mae:6922.32471
[59]	validation_0-mae:6795.66113	validation_1-mae:6908.98340
[60]	validation_0-mae:6783.38623	validation_1-mae:6898.49316
[61]	validation_0-mae:6770.12353	validation_1-mae:6890.28125
[62]	validation_0-mae:6758.69922	validation_1-mae:6880.59961
[63]	validation_0-mae:6745.79736	validation_1-mae:6869.21533
[64]	validation_0-mae:6735.05664	validation_1-mae:6861.77588
[65]	validation_0-mae:6720.97022	validation_1-mae:6853.69482
[66]	validation_0-mae:6707.59766	validation_1-mae:6843.65088
[67]	validation_0-mae:6697.44971	validation_1-mae:6835.65820
[68]	validation_0-mae:6681.71289	validation_1-mae:6822.98438
[69]	validation_0-mae:6674.26904	validation_1-mae:6819.90527
[70]	validation_0-mae:6661.05762	validation_1-mae:6810.46924
[71]	validation_0-mae:6648.99853	validation_1-mae:6800.45996
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[1614]	validation_0-mae:4011.62891	validation_1-mae:5974.88037
[1615]	validation_0-mae:4010.81982	validation_1-mae:5974.77783
[1616]	validation_0-mae:4009.73462	validation_1-mae:5974.52197
[1617]	validation_0-mae:4008.89062	validation_1-mae:5974.39404
[1618]	validation_0-mae:4007.62158	validation_1-mae:5974.64062
[1619]	validation_0-mae:4006.65039	validation_1-mae:5974.87012
[1620]	validation_0-mae:4005.53003	validation_1-mae:5974.49170
[1621]	validation_0-mae:4005.10840	validation_1-mae:5974.42480
[1622]	validation_0-mae:4004.58887	validation_1-mae:5974.56738
[1623]	validation_0-mae:4004.24390	validation_1-mae:5974.35938
[1624]	validation_0-mae:4002.69141	validation_1-mae:5974.10010
[1625]	validation_0-mae:4002.28760	validation_1-mae:5974.01270
[1626]	validation_0-mae:4001.78271	validation_1-mae:5974.22217
[1627]	validation_0-mae:4000.69629	validation_1-mae:5974.23535
[1628]	validation_0-mae:3999.79932	validation_1-mae:5973.77441
[1629]	validation_0-mae:3998.81763	validation_1-mae:5973.57764
[1630]	validation_0-mae:3997.94824	validation_1-mae:5973.34424
[1631]	validation_0-mae:3997.01416	validation_1-mae:5973.00537
[1632]	validation_0-mae:3996.28711	validation_1-mae:5973.06543
[1633]	validation_0-mae:3995.08520	validation_1-mae:5972.98096
[1634]	validation_0-mae:3994.13257	validation_1-mae:5973.26465
[1635]	validation_0-mae:3993.16821	validation_1-mae:5973.45312
[1636]	validation_0-mae:3992.25269	validation_1-mae:5973.34961
[1637]	validation_0-mae:3991.93579	validation_1-mae:5973.37598
[1638]	validation_0-mae:3990.87939	validation_1-mae:5974.10156
[1639]	validation_0-mae:3990.38965	validation_1-mae:5974.21143
[1640]	validation_0-mae:3989.38721	validation_1-mae:5974.08301
[1641]	validation_0-mae:3989.12720	validation_1-mae:5973.80859
[1642]	validation_0-mae:3988.31641	validation_1-mae:5973.44434
[1643]	validation_0-mae:3987.05420	validation_1-mae:5973.36084
[1644]	validation_0-mae:3986.57812	validation_1-mae:5973.93359
[1645]	validation_0-mae:3986.16748	validation_1-mae:5973.93213
[1646]	validation_0-mae:3985.56128	validation_1-mae:5973.87842
[1647]	validation_0-mae:3985.07446	validation_1-mae:5973.67090
[1648]	validation_0-mae:3984.37622	validation_1-mae:5974.00342
[1649]	validation_0-mae:3984.34741	validation_1-mae:5974.00147
[1650]	validation_0-mae:3984.13013	validation_1-mae:5974.03857
[1651]	validation_0-mae:3982.29468	validation_1-mae:5974.60059
[1652]	validation_0-mae:3981.76367	validation_1-mae:5974.86328
[1653]	validation_0-mae:3980.84326	validation_1-mae:5974.62891
[1654]	validation_0-mae:3980.19092	validation_1-mae:5974.99658
[1655]	validation_0-mae:3979.78418	validation_1-mae:5975.01416
[1656]	validation_0-mae:3978.82105	validation_1-mae:5975.39941
[1657]	validation_0-mae:3978.49707	validation_1-mae:5975.48242
[1658]	validation_0-mae:3977.37061	validation_1-mae:5975.14307
[1659]	validation_0-mae:3976.92163	validation_1-mae:5975.13232
[1660]	validation_0-mae:3975.97363	validation_1-mae:5974.63525
[1661]	validation_0-mae:3974.88818	validation_1-mae:5974.13184
[1662]	validation_0-mae:3974.62695	validation_1-mae:5974.22607
[1663]	validation_0-mae:3974.45386	validation_1-mae:5973.83203
[1664]	validation_0-mae:3973.62671	validation_1-mae:5974.28174
[1665]	validation_0-mae:3973.20044	validation_1-mae:5974.37744
[1666]	validation_0-mae:3973.18506	validation_1-mae:5974.38818
[1667]	validation_0-mae:3973.00879	validation_1-mae:5974.49268
[1668]	validation_0-mae:3971.92725	validation_1-mae:5974.57520
[1669]	validation_0-mae:3971.89795	validation_1-mae:5974.61182
[1670]	validation_0-mae:3971.63159	validation_1-mae:5974.54590
[1671]	validation_0-mae:3971.47290	validation_1-mae:5974.64160
[1672]	validation_0-mae:3970.94873	validation_1-mae:5974.54443
[1673]	validation_0-mae:3969.45483	validation_1-mae:5974.40967
[1674]	validation_0-mae:3968.36304	validation_1-mae:5974.33691
[1675]	validation_0-mae:3967.63769	validation_1-mae:5974.49756
[1676]	validation_0-mae:3967.34912	validation_1-mae:5974.35986
[1677]	validation_0-mae:3966.82837	validation_1-mae:5974.07471
[1678]	validation_0-mae:3965.98218	validation_1-mae:5974.11475
[1679]	validation_0-mae:3965.52930	validation_1-mae:5974.19775
[1680]	validation_0-mae:3964.68384	validation_1-mae:5973.99902
[1681]	validation_0-mae:3963.94385	validation_1-mae:5974.20312
[1682]	validation_0-mae:3963.24902	validation_1-mae:5974.29492
[1683]	validation_0-mae:3962.28491	validation_1-mae:5974.16016
[1684]	validation_0-mae:3961.63769	validation_1-mae:5974.60205
[1685]	validation_0-mae:3960.54688	validation_1-mae:5974.71240
[1686]	validation_0-mae:3959.29150	validation_1-mae:5975.26416
[1687]	validation_0-mae:3958.11572	validation_1-mae:5975.77344
[1688]	validation_0-mae:3957.72730	validation_1-mae:5975.91455
[1689]	validation_0-mae:3957.09082	validation_1-mae:5975.57861
[1690]	validation_0-mae:3956.69922	validation_1-mae:5975.45752
[1691]	validation_0-mae:3955.80688	validation_1-mae:5976.34082
[1692]	validation_0-mae:3955.21167	validation_1-mae:5976.18359
[1693]	validation_0-mae:3954.50366	validation_1-mae:5975.94775
[1694]	validation_0-mae:3954.08423	validation_1-mae:5976.05859
[1695]	validation_0-mae:3952.56641	validation_1-mae:5976.96826
[1696]	validation_0-mae:3952.00293	validation_1-mae:5976.94922
[1697]	validation_0-mae:3951.23267	validation_1-mae:5976.90332
[1698]	validation_0-mae:3950.48242	validation_1-mae:5976.68213
[1699]	validation_0-mae:3949.88769	validation_1-mae:5977.01904
Dropping: 16v
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20745.88867
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.02148
[5]	validation_0-mae:17301.18555	validation_1-mae:17050.82422
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.12598
[7]	validation_0-mae:14475.86523	validation_1-mae:14247.95606
[8]	validation_0-mae:13346.72363	validation_1-mae:13125.76660
[9]	validation_0-mae:12383.51367	validation_1-mae:12165.98926
[10]	validation_0-mae:11563.51367	validation_1-mae:11349.86426
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.20801
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.29981
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.69824
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.16602
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.73828
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.32910
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.89746
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.71973
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.78076
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.64404
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.72461
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.29785
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.16943
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.82275
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.50244
[26]	validation_0-mae:7548.76855	validation_1-mae:7488.71777
[27]	validation_0-mae:7488.48926	validation_1-mae:7434.68750
[28]	validation_0-mae:7439.25342	validation_1-mae:7393.59766
[29]	validation_0-mae:7397.08154	validation_1-mae:7359.42529
[30]	validation_0-mae:7361.37988	validation_1-mae:7328.95996
[31]	validation_0-mae:7320.82324	validation_1-mae:7292.41992
[32]	validation_0-mae:7292.41406	validation_1-mae:7274.78076
[33]	validation_0-mae:7264.21289	validation_1-mae:7254.15137
[34]	validation_0-mae:7233.89893	validation_1-mae:7234.19238
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.54883
[36]	validation_0-mae:7185.20361	validation_1-mae:7196.13428
[37]	validation_0-mae:7167.49853	validation_1-mae:7186.11865
[38]	validation_0-mae:7142.06152	validation_1-mae:7164.62012
[39]	validation_0-mae:7120.69287	validation_1-mae:7147.43359
[40]	validation_0-mae:7102.86865	validation_1-mae:7136.98535
[41]	validation_0-mae:7086.70312	validation_1-mae:7124.59082
[42]	validation_0-mae:7069.58447	validation_1-mae:7113.84863
[43]	validation_0-mae:7049.53027	validation_1-mae:7100.03906
[44]	validation_0-mae:7037.13135	validation_1-mae:7089.35840
[45]	validation_0-mae:7011.87891	validation_1-mae:7068.91602
[46]	validation_0-mae:6988.43945	validation_1-mae:7049.11572
[47]	validation_0-mae:6972.56152	validation_1-mae:7041.04834
[48]	validation_0-mae:6947.87549	validation_1-mae:7022.58008
[49]	validation_0-mae:6933.69238	validation_1-mae:7012.52978
[50]	validation_0-mae:6915.77197	validation_1-mae:6999.60107
[51]	validation_0-mae:6900.55615	validation_1-mae:6987.15186
[52]	validation_0-mae:6889.27197	validation_1-mae:6981.36621
[53]	validation_0-mae:6875.39160	validation_1-mae:6971.75830
[54]	validation_0-mae:6865.36963	validation_1-mae:6967.58154
[55]	validation_0-mae:6847.73633	validation_1-mae:6951.95117
[56]	validation_0-mae:6831.06250	validation_1-mae:6937.52734
[57]	validation_0-mae:6822.33252	validation_1-mae:6933.39404
[58]	validation_0-mae:6810.88574	validation_1-mae:6922.90381
[59]	validation_0-mae:6795.66113	validation_1-mae:6909.56250
[60]	validation_0-mae:6783.38623	validation_1-mae:6899.07129
[61]	validation_0-mae:6770.12353	validation_1-mae:6890.85986
[62]	validation_0-mae:6758.69922	validation_1-mae:6881.17822
[63]	validation_0-mae:6745.79736	validation_1-mae:6869.79443
[64]	validation_0-mae:6735.05664	validation_1-mae:6862.63525
[65]	validation_0-mae:6720.97022	validation_1-mae:6854.55371
[66]	validation_0-mae:6707.59766	validation_1-mae:6844.51025
[67]	validation_0-mae:6697.44971	validation_1-mae:6836.51709
[68]	validation_0-mae:6681.71289	validation_1-mae:6823.84326
[69]	validation_0-mae:6674.26904	validation_1-mae:6820.76416
[70]	validation_0-mae:6661.05762	validation_1-mae:6811.32812
[71]	validation_0-mae:6648.99853	validation_1-mae:6801.31982
[72]	validation_0-mae:6638.93311	validation_1-mae:6794.12256
[73]	validation_0-mae:6625.05029	validation_1-mae:6780.71289
[74]	validation_0-mae:6616.62842	validation_1-mae:6776.26953
[75]	validation_0-mae:6610.62012	validation_1-mae:6771.90967
[76]	validation_0-mae:6603.80420	validation_1-mae:6765.74658
[77]	validation_0-mae:6596.43213	validation_1-mae:6760.01660
[78]	validation_0-mae:6586.54492	validation_1-mae:6753.08691
[79]	validation_0-mae:6568.51367	validation_1-mae:6739.68750
[80]	validation_0-mae:6559.98779	validation_1-mae:6731.35742
[81]	validation_0-mae:6554.15430	validation_1-mae:6728.33105
[82]	validation_0-mae:6549.21728	validation_1-mae:6725.46533
[83]	validation_0-mae:6538.87939	validation_1-mae:6716.43750
[84]	validation_0-mae:6527.83887	validation_1-mae:6709.02295
[85]	validation_0-mae:6517.57812	validation_1-mae:6701.05469
[86]	validation_0-mae:6507.20898	validation_1-mae:6691.94043
[87]	validation_0-mae:6496.58496	validation_1-mae:6683.04688
[88]	validation_0-mae:6488.78564	validation_1-mae:6677.31592
[89]	validation_0-mae:6481.41064	validation_1-mae:6673.13086
[90]	validation_0-mae:6472.61816	validation_1-mae:6666.77246
[91]	validation_0-mae:6465.72559	validation_1-mae:6661.03467
[92]	validation_0-mae:6457.99072	validation_1-mae:6657.50244
[93]	validation_0-mae:6449.30420	validation_1-mae:6652.49463
[94]	validation_0-mae:6443.05127	validation_1-mae:6649.60596
[95]	validation_0-mae:6436.88770	validation_1-mae:6646.08594
[96]	validation_0-mae:6431.30127	validation_1-mae:6642.29248
[97]	validation_0-mae:6421.95117	validation_1-mae:6634.15381
[98]	validation_0-mae:6415.32227	validation_1-mae:6628.67822
[99]	validation_0-mae:6409.20508	validation_1-mae:6626.44873
[100]	validation_0-mae:6402.18164	validation_1-mae:6621.62598
[101]	validation_0-mae:6395.64062	validation_1-mae:6617.35107
[102]	validation_0-mae:6386.35059	validation_1-mae:6611.10742
[103]	validation_0-mae:6383.37207	validation_1-mae:6609.14404
[104]	validation_0-mae:6376.18701	validation_1-mae:6604.64551
[105]	validation_0-mae:6371.23145	validation_1-mae:6600.39941
[106]	validation_0-mae:6366.01416	validation_1-mae:6596.55469
[107]	validation_0-mae:6362.03662	validation_1-mae:6593.61279
[108]	validation_0-mae:6357.27051	validation_1-mae:6591.73047
[109]	validation_0-mae:6351.42041	validation_1-mae:6588.91406
[110]	validation_0-mae:6345.65967	validation_1-mae:6588.15918
[111]	validation_0-mae:6340.22461	validation_1-mae:6585.48828
[112]	validation_0-mae:6336.21875	validation_1-mae:6583.30957
[113]	validation_0-mae:6331.58691	validation_1-mae:6579.54883
[114]	validation_0-mae:6325.55518	validation_1-mae:6575.80225
[115]	validation_0-mae:6322.27783	validation_1-mae:6575.20947
[116]	validation_0-mae:6313.49414	validation_1-mae:6569.86182
[117]	validation_0-mae:6307.75928	validation_1-mae:6566.25098
[118]	validation_0-mae:6303.22314	validation_1-mae:6562.94141
[119]	validation_0-mae:6296.75488	validation_1-mae:6559.58398
[120]	validation_0-mae:6291.29785	validation_1-mae:6555.80176
[121]	validation_0-mae:6286.12305	validation_1-mae:6552.60107
[122]	validation_0-mae:6281.76514	validation_1-mae:6548.02734
[123]	validation_0-mae:6274.06885	validation_1-mae:6542.94336
[124]	validation_0-mae:6266.91162	validation_1-mae:6537.89209
[125]	validation_0-mae:6262.42334	validation_1-mae:6536.15430
[126]	validation_0-mae:6254.80615	validation_1-mae:6529.47363
[127]	validation_0-mae:6251.29541	validation_1-mae:6526.47070
[128]	validation_0-mae:6244.00732	validation_1-mae:6521.40039
[129]	validation_0-mae:6238.42822	validation_1-mae:6516.08447
[130]	validation_0-mae:6234.45508	validation_1-mae:6513.71582
[131]	validation_0-mae:6229.95605	validation_1-mae:6511.57666
[132]	validation_0-mae:6224.12256	validation_1-mae:6507.77295
[133]	validation_0-mae:6219.53076	validation_1-mae:6505.88135
[134]	validation_0-mae:6217.04834	validation_1-mae:6505.21680
[135]	validation_0-mae:6213.57373	validation_1-mae:6504.41016
[136]	validation_0-mae:6211.14844	validation_1-mae:6503.80664
[137]	validation_0-mae:6208.95996	validation_1-mae:6502.27832
[138]	validation_0-mae:6199.95264	validation_1-mae:6495.31348
[139]	validation_0-mae:6197.34180	validation_1-mae:6493.53320
[140]	validation_0-mae:6192.12842	validation_1-mae:6489.80713
[141]	validation_0-mae:6187.87012	validation_1-mae:6487.91895
[142]	validation_0-mae:6182.85400	validation_1-mae:6483.98047
[143]	validation_0-mae:6177.11523	validation_1-mae:6479.68945
[144]	validation_0-mae:6173.47705	validation_1-mae:6478.88867
[145]	validation_0-mae:6171.25879	validation_1-mae:6477.48779
[146]	validation_0-mae:6169.37500	validation_1-mae:6476.70996
[147]	validation_0-mae:6163.16357	validation_1-mae:6471.90332
[148]	validation_0-mae:6158.18750	validation_1-mae:6469.97656
[149]	validation_0-mae:6153.46484	validation_1-mae:6468.88818
[150]	validation_0-mae:6149.71582	validation_1-mae:6467.77881
[151]	validation_0-mae:6144.93457	validation_1-mae:6464.22510
[152]	validation_0-mae:6140.60986	validation_1-mae:6462.35840
[153]	validation_0-mae:6137.84375	validation_1-mae:6461.05762
[154]	validation_0-mae:6133.39990	validation_1-mae:6458.08691
[155]	validation_0-mae:6129.40625	validation_1-mae:6456.81934
[156]	validation_0-mae:6125.04004	validation_1-mae:6455.58838
[157]	validation_0-mae:6119.70361	validation_1-mae:6452.48145
[158]	validation_0-mae:6114.27441	validation_1-mae:6450.41162
[159]	validation_0-mae:6109.25537	validation_1-mae:6446.72852
[160]	validation_0-mae:6107.06250	validation_1-mae:6445.81982
[161]	validation_0-mae:6103.31397	validation_1-mae:6444.12793
[162]	validation_0-mae:6097.13184	validation_1-mae:6443.40576
[163]	validation_0-mae:6094.86377	validation_1-mae:6442.45020
[164]	validation_0-mae:6090.86035	validation_1-mae:6439.63184
[165]	validation_0-mae:6088.07129	validation_1-mae:6438.11133
[166]	validation_0-mae:6079.93213	validation_1-mae:6433.30127
[167]	validation_0-mae:6076.38428	validation_1-mae:6431.16162
[168]	validation_0-mae:6073.15967	validation_1-mae:6429.16260
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[1498]	validation_0-mae:4095.77832	validation_1-mae:5982.88867
[1499]	validation_0-mae:4094.87354	validation_1-mae:5982.97217
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[1501]	validation_0-mae:4094.06006	validation_1-mae:5983.76221
[1502]	validation_0-mae:4092.60571	validation_1-mae:5983.02978
[1503]	validation_0-mae:4091.40234	validation_1-mae:5983.17871
[1504]	validation_0-mae:4090.51538	validation_1-mae:5982.90137
[1505]	validation_0-mae:4089.76856	validation_1-mae:5982.54834
[1506]	validation_0-mae:4088.53882	validation_1-mae:5982.47119
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[1513]	validation_0-mae:4082.52100	validation_1-mae:5982.04346
[1514]	validation_0-mae:4081.27051	validation_1-mae:5981.77344
[1515]	validation_0-mae:4080.68872	validation_1-mae:5981.71045
[1516]	validation_0-mae:4079.55200	validation_1-mae:5981.92432
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[1525]	validation_0-mae:4070.17432	validation_1-mae:5982.50586
[1526]	validation_0-mae:4069.08838	validation_1-mae:5982.57324
[1527]	validation_0-mae:4068.39282	validation_1-mae:5982.96338
[1528]	validation_0-mae:4067.95508	validation_1-mae:5982.98730
[1529]	validation_0-mae:4067.26758	validation_1-mae:5982.83496
[1530]	validation_0-mae:4066.45898	validation_1-mae:5982.71191
[1531]	validation_0-mae:4065.21802	validation_1-mae:5982.35693
[1532]	validation_0-mae:4064.47974	validation_1-mae:5982.34814
[1533]	validation_0-mae:4064.08716	validation_1-mae:5982.27295
[1534]	validation_0-mae:4063.52319	validation_1-mae:5982.09961
[1535]	validation_0-mae:4062.81250	validation_1-mae:5982.09131
[1536]	validation_0-mae:4062.42407	validation_1-mae:5982.09912
[1537]	validation_0-mae:4061.66113	validation_1-mae:5982.47559
[1538]	validation_0-mae:4061.19824	validation_1-mae:5982.71924
[1539]	validation_0-mae:4060.61743	validation_1-mae:5982.76953
[1540]	validation_0-mae:4060.45752	validation_1-mae:5982.88428
[1541]	validation_0-mae:4059.69019	validation_1-mae:5983.29639
[1542]	validation_0-mae:4058.74951	validation_1-mae:5983.39111
[1543]	validation_0-mae:4057.98706	validation_1-mae:5983.64453
[1544]	validation_0-mae:4057.12646	validation_1-mae:5983.54785
[1545]	validation_0-mae:4057.11475	validation_1-mae:5983.55371
[1546]	validation_0-mae:4057.09277	validation_1-mae:5983.56982
[1547]	validation_0-mae:4056.25903	validation_1-mae:5983.37744
[1548]	validation_0-mae:4056.00342	validation_1-mae:5983.25000
[1549]	validation_0-mae:4055.15088	validation_1-mae:5983.33008
[1550]	validation_0-mae:4054.26343	validation_1-mae:5983.45166
[1551]	validation_0-mae:4053.23218	validation_1-mae:5983.58057
[1552]	validation_0-mae:4051.62451	validation_1-mae:5983.19971
[1553]	validation_0-mae:4050.14429	validation_1-mae:5982.66016
[1554]	validation_0-mae:4049.69702	validation_1-mae:5982.49072
[1555]	validation_0-mae:4048.49145	validation_1-mae:5982.68506
[1556]	validation_0-mae:4047.54932	validation_1-mae:5982.79297
[1557]	validation_0-mae:4046.81348	validation_1-mae:5982.60107
[1558]	validation_0-mae:4044.94238	validation_1-mae:5983.12500
[1559]	validation_0-mae:4044.31250	validation_1-mae:5982.85059
[1560]	validation_0-mae:4043.75903	validation_1-mae:5982.88379
[1561]	validation_0-mae:4042.03735	validation_1-mae:5983.36377
[1562]	validation_0-mae:4041.10962	validation_1-mae:5983.20215
[1563]	validation_0-mae:4040.08057	validation_1-mae:5983.44922
[1564]	validation_0-mae:4037.71558	validation_1-mae:5983.35400
[1565]	validation_0-mae:4037.15234	validation_1-mae:5983.43799
[1566]	validation_0-mae:4036.04224	validation_1-mae:5983.19873
[1567]	validation_0-mae:4034.77588	validation_1-mae:5983.48633
[1568]	validation_0-mae:4033.44580	validation_1-mae:5983.40088
[1569]	validation_0-mae:4032.77930	validation_1-mae:5983.10205
[1570]	validation_0-mae:4032.01465	validation_1-mae:5983.36523
[1571]	validation_0-mae:4030.66943	validation_1-mae:5983.63623
[1572]	validation_0-mae:4029.44507	validation_1-mae:5984.27197
[1573]	validation_0-mae:4028.61523	validation_1-mae:5984.70410
[1574]	validation_0-mae:4027.37695	validation_1-mae:5983.76074
[1575]	validation_0-mae:4026.16309	validation_1-mae:5984.43506
[1576]	validation_0-mae:4025.40625	validation_1-mae:5984.83398
[1577]	validation_0-mae:4024.52954	validation_1-mae:5985.03906
[1578]	validation_0-mae:4023.85693	validation_1-mae:5985.00098
[1579]	validation_0-mae:4022.28320	validation_1-mae:5984.89404
[1580]	validation_0-mae:4021.79907	validation_1-mae:5985.09814
[1581]	validation_0-mae:4021.29224	validation_1-mae:5985.53369
[1582]	validation_0-mae:4019.46753	validation_1-mae:5984.07178
[1583]	validation_0-mae:4019.14966	validation_1-mae:5984.01172
[1584]	validation_0-mae:4018.34399	validation_1-mae:5984.15723
[1585]	validation_0-mae:4017.21143	validation_1-mae:5984.91064
[1586]	validation_0-mae:4016.75244	validation_1-mae:5985.23828
[1587]	validation_0-mae:4015.62280	validation_1-mae:5985.21436
[1588]	validation_0-mae:4015.02808	validation_1-mae:5985.05371
[1589]	validation_0-mae:4014.22241	validation_1-mae:5984.75928
[1590]	validation_0-mae:4013.14526	validation_1-mae:5984.95361
[1591]	validation_0-mae:4012.55811	validation_1-mae:5984.47070
[1592]	validation_0-mae:4011.64307	validation_1-mae:5984.50635
[1593]	validation_0-mae:4010.73511	validation_1-mae:5984.42627
[1594]	validation_0-mae:4010.14746	validation_1-mae:5984.38672
[1595]	validation_0-mae:4009.14722	validation_1-mae:5984.23242
[1596]	validation_0-mae:4008.53882	validation_1-mae:5984.26074
[1597]	validation_0-mae:4007.68506	validation_1-mae:5984.79297
[1598]	validation_0-mae:4007.19019	validation_1-mae:5984.75879
[1599]	validation_0-mae:4006.54272	validation_1-mae:5984.60791
[1600]	validation_0-mae:4005.64160	validation_1-mae:5984.60498
[1601]	validation_0-mae:4004.56323	validation_1-mae:5984.70703
[1602]	validation_0-mae:4003.41113	validation_1-mae:5984.49951
[1603]	validation_0-mae:4002.00073	validation_1-mae:5984.01758
[1604]	validation_0-mae:4000.87769	validation_1-mae:5983.61963
[1605]	validation_0-mae:3999.90698	validation_1-mae:5983.79639
[1606]	validation_0-mae:3999.42065	validation_1-mae:5983.72607
[1607]	validation_0-mae:3998.96338	validation_1-mae:5983.72900
[1608]	validation_0-mae:3998.19824	validation_1-mae:5983.50586
[1609]	validation_0-mae:3997.88525	validation_1-mae:5983.66016
[1610]	validation_0-mae:3997.20703	validation_1-mae:5983.95410
[1611]	validation_0-mae:3996.55200	validation_1-mae:5983.83057
[1612]	validation_0-mae:3996.00855	validation_1-mae:5983.89307
[1613]	validation_0-mae:3995.36865	validation_1-mae:5983.66064
[1614]	validation_0-mae:3993.77368	validation_1-mae:5983.08838
[1615]	validation_0-mae:3992.64941	validation_1-mae:5982.81006
[1616]	validation_0-mae:3991.35840	validation_1-mae:5982.77344
[1617]	validation_0-mae:3990.73584	validation_1-mae:5983.02344
[1618]	validation_0-mae:3990.18750	validation_1-mae:5983.10693
[1619]	validation_0-mae:3989.71826	validation_1-mae:5983.03369
[1620]	validation_0-mae:3988.89038	validation_1-mae:5982.96289
[1621]	validation_0-mae:3988.31323	validation_1-mae:5982.94189
[1622]	validation_0-mae:3987.58472	validation_1-mae:5983.02393
[1623]	validation_0-mae:3986.92969	validation_1-mae:5982.75537
[1624]	validation_0-mae:3986.32324	validation_1-mae:5982.78125
[1625]	validation_0-mae:3985.55054	validation_1-mae:5982.55908
[1626]	validation_0-mae:3984.81152	validation_1-mae:5982.56250
[1627]	validation_0-mae:3983.44434	validation_1-mae:5982.24707
[1628]	validation_0-mae:3982.74048	validation_1-mae:5982.61182
[1629]	validation_0-mae:3981.89356	validation_1-mae:5982.77783
[1630]	validation_0-mae:3981.32495	validation_1-mae:5982.61279
[1631]	validation_0-mae:3980.97388	validation_1-mae:5982.44092
[1632]	validation_0-mae:3980.76733	validation_1-mae:5982.60938
[1633]	validation_0-mae:3980.03052	validation_1-mae:5982.67773
[1634]	validation_0-mae:3979.70019	validation_1-mae:5982.72070
[1635]	validation_0-mae:3979.02441	validation_1-mae:5982.56201
[1636]	validation_0-mae:3978.17554	validation_1-mae:5982.66162
[1637]	validation_0-mae:3977.74145	validation_1-mae:5982.74951
[1638]	validation_0-mae:3976.48486	validation_1-mae:5982.63232
[1639]	validation_0-mae:3975.66455	validation_1-mae:5982.83984
[1640]	validation_0-mae:3974.42236	validation_1-mae:5982.22412
[1641]	validation_0-mae:3974.11719	validation_1-mae:5982.38184
[1642]	validation_0-mae:3973.38794	validation_1-mae:5981.96338
[1643]	validation_0-mae:3972.49658	validation_1-mae:5981.79736
[1644]	validation_0-mae:3970.82642	validation_1-mae:5980.60840
[1645]	validation_0-mae:3970.11743	validation_1-mae:5980.71924
[1646]	validation_0-mae:3969.15869	validation_1-mae:5980.48340
[1647]	validation_0-mae:3968.72925	validation_1-mae:5980.08447
[1648]	validation_0-mae:3967.30762	validation_1-mae:5979.90381
[1649]	validation_0-mae:3965.75098	validation_1-mae:5979.54199
[1650]	validation_0-mae:3964.54175	validation_1-mae:5979.47314
[1651]	validation_0-mae:3963.54907	validation_1-mae:5979.44043
[1652]	validation_0-mae:3962.96558	validation_1-mae:5979.38232
[1653]	validation_0-mae:3961.97974	validation_1-mae:5979.54688
[1654]	validation_0-mae:3960.96094	validation_1-mae:5979.76660
[1655]	validation_0-mae:3959.86255	validation_1-mae:5979.50635
[1656]	validation_0-mae:3959.05127	validation_1-mae:5979.73535
[1657]	validation_0-mae:3958.23169	validation_1-mae:5980.15381
[1658]	validation_0-mae:3957.81348	validation_1-mae:5980.12256
[1659]	validation_0-mae:3957.16846	validation_1-mae:5980.61572
[1660]	validation_0-mae:3956.70972	validation_1-mae:5980.69922
[1661]	validation_0-mae:3956.01782	validation_1-mae:5980.96728
[1662]	validation_0-mae:3955.66455	validation_1-mae:5980.96387
[1663]	validation_0-mae:3955.11597	validation_1-mae:5980.92773
[1664]	validation_0-mae:3954.37671	validation_1-mae:5981.18701
[1665]	validation_0-mae:3952.64356	validation_1-mae:5980.61963
[1666]	validation_0-mae:3951.72217	validation_1-mae:5980.53320
[1667]	validation_0-mae:3951.10986	validation_1-mae:5980.80566
[1668]	validation_0-mae:3950.19263	validation_1-mae:5981.02100
[1669]	validation_0-mae:3949.16187	validation_1-mae:5981.62256
[1670]	validation_0-mae:3948.28516	validation_1-mae:5981.21338
[1671]	validation_0-mae:3947.49414	validation_1-mae:5981.80078
[1672]	validation_0-mae:3946.22070	validation_1-mae:5982.40186
[1673]	validation_0-mae:3944.80542	validation_1-mae:5982.36426
[1674]	validation_0-mae:3943.42944	validation_1-mae:5981.78662
[1675]	validation_0-mae:3942.61279	validation_1-mae:5981.74365
[1676]	validation_0-mae:3941.94067	validation_1-mae:5981.48535
[1677]	validation_0-mae:3941.14429	validation_1-mae:5981.25439
[1678]	validation_0-mae:3940.42310	validation_1-mae:5980.86426
[1679]	validation_0-mae:3939.87085	validation_1-mae:5980.97998
[1680]	validation_0-mae:3939.22974	validation_1-mae:5980.92529
[1681]	validation_0-mae:3938.82227	validation_1-mae:5980.90478
[1682]	validation_0-mae:3938.19922	validation_1-mae:5981.11670
[1683]	validation_0-mae:3937.45728	validation_1-mae:5980.87500
[1684]	validation_0-mae:3937.06396	validation_1-mae:5980.91943
[1685]	validation_0-mae:3936.57715	validation_1-mae:5980.89648
[1686]	validation_0-mae:3936.42847	validation_1-mae:5980.93262
[1687]	validation_0-mae:3935.98340	validation_1-mae:5980.84863
[1688]	validation_0-mae:3935.14624	validation_1-mae:5980.95410
[1689]	validation_0-mae:3934.34521	validation_1-mae:5980.67871
[1690]	validation_0-mae:3933.42407	validation_1-mae:5980.80518
[1691]	validation_0-mae:3933.03735	validation_1-mae:5980.75147
[1692]	validation_0-mae:3932.32031	validation_1-mae:5980.43262
[1693]	validation_0-mae:3931.73657	validation_1-mae:5980.30957
[1694]	validation_0-mae:3930.73364	validation_1-mae:5980.20117
[1695]	validation_0-mae:3929.20142	validation_1-mae:5979.55322
[1696]	validation_0-mae:3928.59497	validation_1-mae:5980.16357
[1697]	validation_0-mae:3928.04004	validation_1-mae:5980.34570
[1698]	validation_0-mae:3927.13501	validation_1-mae:5980.36279
[1699]	validation_0-mae:3926.31055	validation_1-mae:5980.56836
Dropping: okaz
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
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[1548]	validation_0-mae:4038.69653	validation_1-mae:6003.43164
[1549]	validation_0-mae:4037.60107	validation_1-mae:6003.61084
[1550]	validation_0-mae:4036.17065	validation_1-mae:6003.74902
[1551]	validation_0-mae:4035.61768	validation_1-mae:6003.67432
[1552]	validation_0-mae:4034.88452	validation_1-mae:6003.72852
[1553]	validation_0-mae:4034.66235	validation_1-mae:6003.74805
[1554]	validation_0-mae:4034.15039	validation_1-mae:6003.81885
[1555]	validation_0-mae:4032.99634	validation_1-mae:6003.45264
[1556]	validation_0-mae:4032.21411	validation_1-mae:6003.34326
[1557]	validation_0-mae:4031.58106	validation_1-mae:6003.03418
[1558]	validation_0-mae:4030.74731	validation_1-mae:6003.01562
[1559]	validation_0-mae:4030.33423	validation_1-mae:6003.32520
[1560]	validation_0-mae:4029.97070	validation_1-mae:6003.21484
[1561]	validation_0-mae:4029.39917	validation_1-mae:6003.23486
[1562]	validation_0-mae:4028.77222	validation_1-mae:6003.12353
[1563]	validation_0-mae:4028.57690	validation_1-mae:6003.05713
[1564]	validation_0-mae:4028.50635	validation_1-mae:6003.05566
[1565]	validation_0-mae:4028.48535	validation_1-mae:6003.06103
[1566]	validation_0-mae:4028.12256	validation_1-mae:6003.25293
[1567]	validation_0-mae:4026.95850	validation_1-mae:6003.28564
[1568]	validation_0-mae:4025.80176	validation_1-mae:6002.94189
[1569]	validation_0-mae:4025.40015	validation_1-mae:6002.96973
[1570]	validation_0-mae:4024.12500	validation_1-mae:6002.52051
[1571]	validation_0-mae:4023.45606	validation_1-mae:6002.51758
[1572]	validation_0-mae:4022.31958	validation_1-mae:6001.92480
[1573]	validation_0-mae:4022.05395	validation_1-mae:6002.16162
[1574]	validation_0-mae:4021.06030	validation_1-mae:6001.57861
[1575]	validation_0-mae:4020.25244	validation_1-mae:6001.73145
[1576]	validation_0-mae:4019.22998	validation_1-mae:6001.56494
[1577]	validation_0-mae:4018.80762	validation_1-mae:6001.53125
[1578]	validation_0-mae:4018.05933	validation_1-mae:6001.20557
[1579]	validation_0-mae:4017.75024	validation_1-mae:6001.41016
[1580]	validation_0-mae:4016.93701	validation_1-mae:6001.31006
[1581]	validation_0-mae:4016.52783	validation_1-mae:6001.00537
[1582]	validation_0-mae:4015.83106	validation_1-mae:6001.08838
[1583]	validation_0-mae:4014.88232	validation_1-mae:6000.91992
[1584]	validation_0-mae:4014.20679	validation_1-mae:6000.95703
[1585]	validation_0-mae:4014.08740	validation_1-mae:6001.04443
[1586]	validation_0-mae:4013.36157	validation_1-mae:6000.93164
[1587]	validation_0-mae:4012.42163	validation_1-mae:6000.88135
[1588]	validation_0-mae:4012.22827	validation_1-mae:6000.91455
[1589]	validation_0-mae:4012.14356	validation_1-mae:6000.93652
[1590]	validation_0-mae:4011.82666	validation_1-mae:6001.03906
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[1592]	validation_0-mae:4011.12793	validation_1-mae:6001.26025
[1593]	validation_0-mae:4010.98340	validation_1-mae:6001.37256
[1594]	validation_0-mae:4010.73901	validation_1-mae:6001.58594
[1595]	validation_0-mae:4009.94019	validation_1-mae:6001.53272
[1596]	validation_0-mae:4009.20361	validation_1-mae:6001.88379
[1597]	validation_0-mae:4008.45898	validation_1-mae:6001.83057
[1598]	validation_0-mae:4007.71582	validation_1-mae:6002.32666
[1599]	validation_0-mae:4006.73022	validation_1-mae:6002.57422
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[1601]	validation_0-mae:4005.38892	validation_1-mae:6002.19238
[1602]	validation_0-mae:4004.26880	validation_1-mae:6001.96680
[1603]	validation_0-mae:4003.00586	validation_1-mae:6002.30273
[1604]	validation_0-mae:4001.79175	validation_1-mae:6002.65527
[1605]	validation_0-mae:3999.64990	validation_1-mae:6001.99853
[1606]	validation_0-mae:3997.82373	validation_1-mae:6001.66797
[1607]	validation_0-mae:3997.29443	validation_1-mae:6001.35205
[1608]	validation_0-mae:3996.52954	validation_1-mae:6001.41406
[1609]	validation_0-mae:3995.36621	validation_1-mae:6001.23291
[1610]	validation_0-mae:3994.68555	validation_1-mae:6001.20996
[1611]	validation_0-mae:3993.49341	validation_1-mae:6001.34766
[1612]	validation_0-mae:3992.66089	validation_1-mae:6001.15967
[1613]	validation_0-mae:3992.33594	validation_1-mae:6001.27637
[1614]	validation_0-mae:3991.54517	validation_1-mae:6001.60889
[1615]	validation_0-mae:3990.97900	validation_1-mae:6001.86182
[1616]	validation_0-mae:3990.28418	validation_1-mae:6001.95557
[1617]	validation_0-mae:3989.39502	validation_1-mae:6002.42871
[1618]	validation_0-mae:3988.80762	validation_1-mae:6002.61035
[1619]	validation_0-mae:3988.28296	validation_1-mae:6002.54248
[1620]	validation_0-mae:3987.41748	validation_1-mae:6002.38525
[1621]	validation_0-mae:3985.68091	validation_1-mae:6002.04785
[1622]	validation_0-mae:3984.45947	validation_1-mae:6001.68457
[1623]	validation_0-mae:3983.67871	validation_1-mae:6001.24463
[1624]	validation_0-mae:3983.37769	validation_1-mae:6001.56250
[1625]	validation_0-mae:3981.87012	validation_1-mae:6001.07812
[1626]	validation_0-mae:3981.19238	validation_1-mae:6001.09619
[1627]	validation_0-mae:3980.55811	validation_1-mae:6001.10498
[1628]	validation_0-mae:3980.29346	validation_1-mae:6001.06103
[1629]	validation_0-mae:3979.83374	validation_1-mae:6001.12012
[1630]	validation_0-mae:3978.80835	validation_1-mae:6001.27881
[1631]	validation_0-mae:3977.86060	validation_1-mae:6001.44873
[1632]	validation_0-mae:3977.34692	validation_1-mae:6001.44336
[1633]	validation_0-mae:3976.48389	validation_1-mae:6001.12207
[1634]	validation_0-mae:3975.34033	validation_1-mae:6000.23486
[1635]	validation_0-mae:3974.97388	validation_1-mae:6000.11523
[1636]	validation_0-mae:3974.29346	validation_1-mae:6000.29980
[1637]	validation_0-mae:3973.61255	validation_1-mae:6000.14209
[1638]	validation_0-mae:3972.89356	validation_1-mae:5999.81641
[1639]	validation_0-mae:3972.02441	validation_1-mae:6000.28857
[1640]	validation_0-mae:3971.11304	validation_1-mae:6000.81055
[1641]	validation_0-mae:3969.57275	validation_1-mae:6000.88135
[1642]	validation_0-mae:3968.47656	validation_1-mae:6001.23975
[1643]	validation_0-mae:3967.35742	validation_1-mae:6001.35205
[1644]	validation_0-mae:3967.02441	validation_1-mae:6001.59473
[1645]	validation_0-mae:3966.36816	validation_1-mae:6001.62744
[1646]	validation_0-mae:3965.40698	validation_1-mae:6001.47022
[1647]	validation_0-mae:3964.79907	validation_1-mae:6001.59473
[1648]	validation_0-mae:3964.14233	validation_1-mae:6001.77148
[1649]	validation_0-mae:3963.62744	validation_1-mae:6001.91992
[1650]	validation_0-mae:3963.42847	validation_1-mae:6001.69141
[1651]	validation_0-mae:3962.67920	validation_1-mae:6001.38428
[1652]	validation_0-mae:3962.09692	validation_1-mae:6001.24707
[1653]	validation_0-mae:3961.19629	validation_1-mae:6000.92676
[1654]	validation_0-mae:3960.67529	validation_1-mae:6000.84424
[1655]	validation_0-mae:3960.23120	validation_1-mae:6001.03027
[1656]	validation_0-mae:3959.61401	validation_1-mae:6001.26270
[1657]	validation_0-mae:3959.24512	validation_1-mae:6001.15723
[1658]	validation_0-mae:3958.27710	validation_1-mae:6001.55273
[1659]	validation_0-mae:3957.67285	validation_1-mae:6001.57324
[1660]	validation_0-mae:3957.14722	validation_1-mae:6001.52100
[1661]	validation_0-mae:3955.83594	validation_1-mae:6001.66162
[1662]	validation_0-mae:3954.76929	validation_1-mae:6001.36621
[1663]	validation_0-mae:3953.14478	validation_1-mae:6002.23877
[1664]	validation_0-mae:3952.70117	validation_1-mae:6002.15869
[1665]	validation_0-mae:3952.02832	validation_1-mae:6002.09668
[1666]	validation_0-mae:3950.94946	validation_1-mae:6001.85547
[1667]	validation_0-mae:3949.34082	validation_1-mae:6001.39111
[1668]	validation_0-mae:3948.61450	validation_1-mae:6001.42041
[1669]	validation_0-mae:3947.99585	validation_1-mae:6001.54492
[1670]	validation_0-mae:3947.60449	validation_1-mae:6001.78076
[1671]	validation_0-mae:3946.85718	validation_1-mae:6001.73975
[1672]	validation_0-mae:3945.71240	validation_1-mae:6002.00928
[1673]	validation_0-mae:3945.43848	validation_1-mae:6001.84082
[1674]	validation_0-mae:3944.80469	validation_1-mae:6001.79346
[1675]	validation_0-mae:3943.38159	validation_1-mae:6001.58496
[1676]	validation_0-mae:3942.45142	validation_1-mae:6001.50977
[1677]	validation_0-mae:3941.58228	validation_1-mae:6001.40918
[1678]	validation_0-mae:3940.68286	validation_1-mae:6001.76123
[1679]	validation_0-mae:3939.37476	validation_1-mae:6001.08984
[1680]	validation_0-mae:3938.22754	validation_1-mae:6001.32080
[1681]	validation_0-mae:3937.58887	validation_1-mae:6001.57666
[1682]	validation_0-mae:3936.75830	validation_1-mae:6002.02588
[1683]	validation_0-mae:3935.98267	validation_1-mae:6002.23145
[1684]	validation_0-mae:3935.28906	validation_1-mae:6002.15723
[1685]	validation_0-mae:3934.14697	validation_1-mae:6002.20557
[1686]	validation_0-mae:3933.16894	validation_1-mae:6002.40869
[1687]	validation_0-mae:3932.19092	validation_1-mae:6002.58984
[1688]	validation_0-mae:3931.03638	validation_1-mae:6002.05127
[1689]	validation_0-mae:3930.30225	validation_1-mae:6002.05322
[1690]	validation_0-mae:3929.71191	validation_1-mae:6002.04199
[1691]	validation_0-mae:3928.68701	validation_1-mae:6001.97022
[1692]	validation_0-mae:3927.52856	validation_1-mae:6002.37353
[1693]	validation_0-mae:3926.61816	validation_1-mae:6002.19873
[1694]	validation_0-mae:3925.25171	validation_1-mae:6002.07861
[1695]	validation_0-mae:3924.56592	validation_1-mae:6002.12012
[1696]	validation_0-mae:3924.07129	validation_1-mae:6002.12353
[1697]	validation_0-mae:3923.32349	validation_1-mae:6001.84522
[1698]	validation_0-mae:3922.70581	validation_1-mae:6001.44580
[1699]	validation_0-mae:3921.94141	validation_1-mae:6001.05225
Dropping: oso
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
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[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.14258
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.33984
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.68164
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.25391
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.84473
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.41309
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.23438
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.29590
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.15967
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.24023
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.34766
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.21875
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.87256
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.55176
[26]	validation_0-mae:7548.76855	validation_1-mae:7488.76709
[27]	validation_0-mae:7488.48926	validation_1-mae:7434.73730
[28]	validation_0-mae:7439.25342	validation_1-mae:7393.64648
[29]	validation_0-mae:7397.08154	validation_1-mae:7359.47461
[30]	validation_0-mae:7361.37988	validation_1-mae:7329.00977
[31]	validation_0-mae:7320.82324	validation_1-mae:7292.46973
[32]	validation_0-mae:7292.41406	validation_1-mae:7275.00244
[33]	validation_0-mae:7264.21240	validation_1-mae:7254.37305
[34]	validation_0-mae:7233.89893	validation_1-mae:7234.41455
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.77051
[36]	validation_0-mae:7185.20361	validation_1-mae:7196.35596
[37]	validation_0-mae:7167.49853	validation_1-mae:7186.34033
[38]	validation_0-mae:7142.06152	validation_1-mae:7164.84180
[39]	validation_0-mae:7120.69287	validation_1-mae:7147.65527
[40]	validation_0-mae:7102.86865	validation_1-mae:7137.28711
[41]	validation_0-mae:7086.70312	validation_1-mae:7124.89307
[42]	validation_0-mae:7069.58447	validation_1-mae:7114.15039
[43]	validation_0-mae:7049.53027	validation_1-mae:7100.34131
[44]	validation_0-mae:7037.13135	validation_1-mae:7089.66064
[45]	validation_0-mae:7011.87891	validation_1-mae:7069.21728
[46]	validation_0-mae:6988.43945	validation_1-mae:7049.41797
[47]	validation_0-mae:6972.56152	validation_1-mae:7041.35059
[48]	validation_0-mae:6947.87549	validation_1-mae:7022.88232
[49]	validation_0-mae:6933.69238	validation_1-mae:7012.83203
[50]	validation_0-mae:6915.77197	validation_1-mae:6999.90332
[51]	validation_0-mae:6900.55615	validation_1-mae:6987.45410
[52]	validation_0-mae:6889.27197	validation_1-mae:6981.66797
[53]	validation_0-mae:6875.39160	validation_1-mae:6972.06055
[54]	validation_0-mae:6865.36963	validation_1-mae:6967.88379
[55]	validation_0-mae:6847.73633	validation_1-mae:6952.25342
[56]	validation_0-mae:6831.06250	validation_1-mae:6937.82861
[57]	validation_0-mae:6822.33252	validation_1-mae:6933.69629
[58]	validation_0-mae:6810.88574	validation_1-mae:6923.20605
[59]	validation_0-mae:6795.66113	validation_1-mae:6909.86475
[60]	validation_0-mae:6783.38623	validation_1-mae:6898.94043
[61]	validation_0-mae:6770.12353	validation_1-mae:6890.72900
[62]	validation_0-mae:6758.69922	validation_1-mae:6881.04736
[63]	validation_0-mae:6745.79736	validation_1-mae:6869.66309
[64]	validation_0-mae:6735.05664	validation_1-mae:6862.22363
[65]	validation_0-mae:6720.97022	validation_1-mae:6854.14160
[66]	validation_0-mae:6707.59766	validation_1-mae:6844.09814
[67]	validation_0-mae:6697.44971	validation_1-mae:6836.10596
[68]	validation_0-mae:6681.71289	validation_1-mae:6823.43213
[69]	validation_0-mae:6674.26904	validation_1-mae:6820.35254
[70]	validation_0-mae:6661.05762	validation_1-mae:6810.91699
[71]	validation_0-mae:6648.99853	validation_1-mae:6800.90772
[72]	validation_0-mae:6638.93311	validation_1-mae:6793.71094
[73]	validation_0-mae:6625.05029	validation_1-mae:6780.30078
[74]	validation_0-mae:6616.62842	validation_1-mae:6775.85840
[75]	validation_0-mae:6610.62012	validation_1-mae:6771.49805
[76]	validation_0-mae:6603.80420	validation_1-mae:6765.26416
[77]	validation_0-mae:6596.43213	validation_1-mae:6759.53418
[78]	validation_0-mae:6586.54492	validation_1-mae:6752.60449
[79]	validation_0-mae:6568.51367	validation_1-mae:6739.20508
[80]	validation_0-mae:6559.98779	validation_1-mae:6730.87500
[81]	validation_0-mae:6554.15430	validation_1-mae:6727.84814
[82]	validation_0-mae:6549.21728	validation_1-mae:6724.98291
[83]	validation_0-mae:6538.87939	validation_1-mae:6715.95508
[84]	validation_0-mae:6527.83887	validation_1-mae:6708.54053
[85]	validation_0-mae:6517.57812	validation_1-mae:6700.57227
[86]	validation_0-mae:6507.20898	validation_1-mae:6691.45801
[87]	validation_0-mae:6496.58496	validation_1-mae:6682.56445
[88]	validation_0-mae:6488.78564	validation_1-mae:6676.83350
[89]	validation_0-mae:6481.41064	validation_1-mae:6672.53369
[90]	validation_0-mae:6472.61816	validation_1-mae:6666.14160
[91]	validation_0-mae:6465.72559	validation_1-mae:6660.39941
[92]	validation_0-mae:6457.99121	validation_1-mae:6656.87256
[93]	validation_0-mae:6449.30420	validation_1-mae:6651.78564
[94]	validation_0-mae:6442.65039	validation_1-mae:6649.45850
[95]	validation_0-mae:6436.48730	validation_1-mae:6645.94043
[96]	validation_0-mae:6430.90332	validation_1-mae:6642.14941
[97]	validation_0-mae:6421.56250	validation_1-mae:6634.01074
[98]	validation_0-mae:6414.93213	validation_1-mae:6628.63281
[99]	validation_0-mae:6408.81934	validation_1-mae:6626.44873
[100]	validation_0-mae:6401.79639	validation_1-mae:6621.62549
[101]	validation_0-mae:6395.25635	validation_1-mae:6617.37451
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[1644]	validation_0-mae:3944.78442	validation_1-mae:5993.76367
[1645]	validation_0-mae:3944.28955	validation_1-mae:5993.71387
[1646]	validation_0-mae:3943.87329	validation_1-mae:5993.83838
[1647]	validation_0-mae:3943.15088	validation_1-mae:5993.98779
[1648]	validation_0-mae:3942.39600	validation_1-mae:5994.30859
[1649]	validation_0-mae:3941.49268	validation_1-mae:5994.47266
[1650]	validation_0-mae:3940.57544	validation_1-mae:5994.59033
[1651]	validation_0-mae:3939.76269	validation_1-mae:5994.56103
[1652]	validation_0-mae:3938.87036	validation_1-mae:5994.60059
[1653]	validation_0-mae:3937.85034	validation_1-mae:5994.63379
[1654]	validation_0-mae:3937.09058	validation_1-mae:5994.87988
[1655]	validation_0-mae:3935.94556	validation_1-mae:5994.03809
[1656]	validation_0-mae:3935.33081	validation_1-mae:5994.15820
[1657]	validation_0-mae:3934.81250	validation_1-mae:5994.40625
[1658]	validation_0-mae:3934.16064	validation_1-mae:5994.36914
[1659]	validation_0-mae:3933.09302	validation_1-mae:5994.73047
[1660]	validation_0-mae:3932.26709	validation_1-mae:5994.72314
[1661]	validation_0-mae:3932.00000	validation_1-mae:5994.63574
[1662]	validation_0-mae:3931.57568	validation_1-mae:5994.65723
[1663]	validation_0-mae:3930.25073	validation_1-mae:5994.78467
[1664]	validation_0-mae:3929.63403	validation_1-mae:5994.51758
[1665]	validation_0-mae:3928.78589	validation_1-mae:5994.62598
[1666]	validation_0-mae:3927.52759	validation_1-mae:5994.31543
[1667]	validation_0-mae:3926.35815	validation_1-mae:5993.86865
[1668]	validation_0-mae:3925.96655	validation_1-mae:5994.20117
[1669]	validation_0-mae:3925.06421	validation_1-mae:5993.95410
[1670]	validation_0-mae:3924.10498	validation_1-mae:5994.14600
[1671]	validation_0-mae:3923.26831	validation_1-mae:5994.36279
[1672]	validation_0-mae:3922.24268	validation_1-mae:5994.18359
[1673]	validation_0-mae:3921.61279	validation_1-mae:5994.29004
[1674]	validation_0-mae:3921.19507	validation_1-mae:5994.51025
[1675]	validation_0-mae:3920.28369	validation_1-mae:5994.20850
[1676]	validation_0-mae:3919.02368	validation_1-mae:5993.54297
[1677]	validation_0-mae:3917.90356	validation_1-mae:5993.69043
[1678]	validation_0-mae:3917.00977	validation_1-mae:5993.55859
[1679]	validation_0-mae:3916.33838	validation_1-mae:5993.48242
[1680]	validation_0-mae:3915.80322	validation_1-mae:5993.44189
[1681]	validation_0-mae:3914.55664	validation_1-mae:5993.44629
[1682]	validation_0-mae:3913.21655	validation_1-mae:5993.31250
[1683]	validation_0-mae:3912.56787	validation_1-mae:5993.06836
[1684]	validation_0-mae:3911.75415	validation_1-mae:5993.14502
[1685]	validation_0-mae:3911.24194	validation_1-mae:5993.16895
[1686]	validation_0-mae:3910.66919	validation_1-mae:5993.03418
[1687]	validation_0-mae:3908.95630	validation_1-mae:5992.83740
[1688]	validation_0-mae:3907.39307	validation_1-mae:5992.69482
[1689]	validation_0-mae:3907.21729	validation_1-mae:5992.87061
[1690]	validation_0-mae:3906.29883	validation_1-mae:5993.03418
[1691]	validation_0-mae:3905.19897	validation_1-mae:5993.18945
[1692]	validation_0-mae:3904.30225	validation_1-mae:5992.57178
[1693]	validation_0-mae:3903.58765	validation_1-mae:5992.21143
[1694]	validation_0-mae:3903.00244	validation_1-mae:5992.21631
[1695]	validation_0-mae:3902.22778	validation_1-mae:5991.96582
[1696]	validation_0-mae:3901.48022	validation_1-mae:5992.53760
[1697]	validation_0-mae:3900.60693	validation_1-mae:5992.43457
[1698]	validation_0-mae:3899.83643	validation_1-mae:5992.06689
[1699]	validation_0-mae:3899.25024	validation_1-mae:5992.40625
Dropping: alufelgi
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.14258
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.33984
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.68164
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.25391
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.84473
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.41309
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.23438
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.29590
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.15967
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.24023
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.08008
[23]	validation_0-mae:7760.49268	validation_1-mae:7676.95166
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.60498
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.28467
[26]	validation_0-mae:7548.76904	validation_1-mae:7488.50049
[27]	validation_0-mae:7488.48926	validation_1-mae:7434.46973
[28]	validation_0-mae:7439.25342	validation_1-mae:7393.37988
[29]	validation_0-mae:7397.08154	validation_1-mae:7359.20801
[30]	validation_0-mae:7361.37988	validation_1-mae:7328.74219
[31]	validation_0-mae:7320.82324	validation_1-mae:7292.20215
[32]	validation_0-mae:7292.41406	validation_1-mae:7274.73535
[33]	validation_0-mae:7264.21289	validation_1-mae:7254.10596
[34]	validation_0-mae:7233.89893	validation_1-mae:7234.14697
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.50342
[36]	validation_0-mae:7185.20361	validation_1-mae:7196.08887
[37]	validation_0-mae:7167.49853	validation_1-mae:7186.07324
[38]	validation_0-mae:7142.06152	validation_1-mae:7164.57471
[39]	validation_0-mae:7120.69287	validation_1-mae:7147.38818
[40]	validation_0-mae:7102.86865	validation_1-mae:7137.02002
[41]	validation_0-mae:7086.70312	validation_1-mae:7124.62598
[42]	validation_0-mae:7069.58447	validation_1-mae:7113.88379
[43]	validation_0-mae:7049.53027	validation_1-mae:7100.07422
[44]	validation_0-mae:7037.13135	validation_1-mae:7089.39355
[45]	validation_0-mae:7011.87891	validation_1-mae:7068.95068
[46]	validation_0-mae:6988.43945	validation_1-mae:7049.15137
[47]	validation_0-mae:6972.56152	validation_1-mae:7041.08398
[48]	validation_0-mae:6947.87549	validation_1-mae:7022.61523
[49]	validation_0-mae:6933.69238	validation_1-mae:7012.56494
[50]	validation_0-mae:6915.77197	validation_1-mae:6999.63623
[51]	validation_0-mae:6900.55615	validation_1-mae:6987.18701
[52]	validation_0-mae:6889.27197	validation_1-mae:6981.47656
[53]	validation_0-mae:6875.39160	validation_1-mae:6971.86914
[54]	validation_0-mae:6865.36963	validation_1-mae:6967.69189
[55]	validation_0-mae:6847.73633	validation_1-mae:6952.06201
[56]	validation_0-mae:6831.06250	validation_1-mae:6937.63721
[57]	validation_0-mae:6822.33252	validation_1-mae:6933.50439
[58]	validation_0-mae:6810.88574	validation_1-mae:6923.01367
[59]	validation_0-mae:6795.66113	validation_1-mae:6909.67236
[60]	validation_0-mae:6783.38623	validation_1-mae:6898.74853
[61]	validation_0-mae:6770.12353	validation_1-mae:6890.53662
[62]	validation_0-mae:6758.69922	validation_1-mae:6880.85498
[63]	validation_0-mae:6745.79736	validation_1-mae:6869.47119
[64]	validation_0-mae:6735.05664	validation_1-mae:6862.31250
[65]	validation_0-mae:6720.97022	validation_1-mae:6854.23047
[66]	validation_0-mae:6707.59766	validation_1-mae:6844.18701
[67]	validation_0-mae:6697.44971	validation_1-mae:6836.19434
[68]	validation_0-mae:6681.71289	validation_1-mae:6823.52051
[69]	validation_0-mae:6674.26904	validation_1-mae:6820.44092
[70]	validation_0-mae:6661.05762	validation_1-mae:6810.84717
[71]	validation_0-mae:6648.99853	validation_1-mae:6800.83545
[72]	validation_0-mae:6638.93311	validation_1-mae:6793.64600
[73]	validation_0-mae:6625.05029	validation_1-mae:6780.23779
[74]	validation_0-mae:6616.62842	validation_1-mae:6775.79395
[75]	validation_0-mae:6610.62012	validation_1-mae:6771.43506
[76]	validation_0-mae:6603.80420	validation_1-mae:6765.27393
[77]	validation_0-mae:6596.43213	validation_1-mae:6759.54492
[78]	validation_0-mae:6586.54492	validation_1-mae:6752.61816
[79]	validation_0-mae:6568.51367	validation_1-mae:6739.21973
[80]	validation_0-mae:6559.98779	validation_1-mae:6730.87402
[81]	validation_0-mae:6554.15430	validation_1-mae:6727.84717
[82]	validation_0-mae:6549.21728	validation_1-mae:6724.98145
[83]	validation_0-mae:6538.87939	validation_1-mae:6715.95361
[84]	validation_0-mae:6527.83887	validation_1-mae:6708.53955
[85]	validation_0-mae:6517.57812	validation_1-mae:6700.57080
[86]	validation_0-mae:6507.20898	validation_1-mae:6691.45654
[87]	validation_0-mae:6496.58496	validation_1-mae:6682.56348
[88]	validation_0-mae:6488.78564	validation_1-mae:6676.83203
[89]	validation_0-mae:6481.41064	validation_1-mae:6672.53272
[90]	validation_0-mae:6472.61816	validation_1-mae:6666.14062
[91]	validation_0-mae:6465.72559	validation_1-mae:6660.39844
[92]	validation_0-mae:6457.99121	validation_1-mae:6656.87109
[93]	validation_0-mae:6449.30420	validation_1-mae:6651.78418
[94]	validation_0-mae:6442.65039	validation_1-mae:6649.45752
[95]	validation_0-mae:6436.48730	validation_1-mae:6645.93945
[96]	validation_0-mae:6430.90332	validation_1-mae:6642.14844
[97]	validation_0-mae:6421.56250	validation_1-mae:6634.00977
[98]	validation_0-mae:6414.93213	validation_1-mae:6628.63184
[99]	validation_0-mae:6408.81934	validation_1-mae:6626.44775
[100]	validation_0-mae:6401.79639	validation_1-mae:6621.62451
[101]	validation_0-mae:6395.25635	validation_1-mae:6617.37305
[102]	validation_0-mae:6385.71338	validation_1-mae:6610.89990
[103]	validation_0-mae:6382.72900	validation_1-mae:6608.93799
[104]	validation_0-mae:6371.06250	validation_1-mae:6601.37305
[105]	validation_0-mae:6365.32129	validation_1-mae:6597.00391
[106]	validation_0-mae:6359.92432	validation_1-mae:6593.15332
[107]	validation_0-mae:6356.36768	validation_1-mae:6589.88037
[108]	validation_0-mae:6352.00342	validation_1-mae:6587.55908
[109]	validation_0-mae:6346.24951	validation_1-mae:6585.14941
[110]	validation_0-mae:6340.13330	validation_1-mae:6582.19873
[111]	validation_0-mae:6336.01221	validation_1-mae:6579.79590
[112]	validation_0-mae:6334.55664	validation_1-mae:6579.00830
[113]	validation_0-mae:6329.98584	validation_1-mae:6575.57422
[114]	validation_0-mae:6324.93555	validation_1-mae:6570.67236
[115]	validation_0-mae:6322.37793	validation_1-mae:6568.91699
[116]	validation_0-mae:6315.32031	validation_1-mae:6564.24072
[117]	validation_0-mae:6308.36768	validation_1-mae:6560.53174
[118]	validation_0-mae:6303.34863	validation_1-mae:6558.83008
[119]	validation_0-mae:6297.61670	validation_1-mae:6556.07373
[120]	validation_0-mae:6288.86572	validation_1-mae:6548.28955
[121]	validation_0-mae:6285.31299	validation_1-mae:6546.51318
[122]	validation_0-mae:6281.40430	validation_1-mae:6544.35645
[123]	validation_0-mae:6272.67236	validation_1-mae:6538.03955
[124]	validation_0-mae:6267.21875	validation_1-mae:6535.33789
[125]	validation_0-mae:6260.98877	validation_1-mae:6530.92773
[126]	validation_0-mae:6258.20312	validation_1-mae:6528.25147
[127]	validation_0-mae:6253.70752	validation_1-mae:6526.57080
[128]	validation_0-mae:6248.64355	validation_1-mae:6522.35889
[129]	validation_0-mae:6245.47314	validation_1-mae:6520.34277
[130]	validation_0-mae:6240.32959	validation_1-mae:6517.75293
[131]	validation_0-mae:6235.25439	validation_1-mae:6515.14062
[132]	validation_0-mae:6234.45117	validation_1-mae:6515.41699
[133]	validation_0-mae:6227.65674	validation_1-mae:6510.83691
[134]	validation_0-mae:6222.34668	validation_1-mae:6507.01221
[135]	validation_0-mae:6218.51318	validation_1-mae:6505.69727
[136]	validation_0-mae:6209.04932	validation_1-mae:6499.33887
[137]	validation_0-mae:6203.84570	validation_1-mae:6497.31348
[138]	validation_0-mae:6200.41016	validation_1-mae:6496.05469
[139]	validation_0-mae:6198.73340	validation_1-mae:6494.56348
[140]	validation_0-mae:6194.88867	validation_1-mae:6491.90137
[141]	validation_0-mae:6191.19678	validation_1-mae:6490.15527
[142]	validation_0-mae:6185.67139	validation_1-mae:6487.41455
[143]	validation_0-mae:6178.17920	validation_1-mae:6482.17432
[144]	validation_0-mae:6171.25488	validation_1-mae:6478.65088
[145]	validation_0-mae:6165.66992	validation_1-mae:6475.90625
[146]	validation_0-mae:6163.16943	validation_1-mae:6475.61670
[147]	validation_0-mae:6157.72607	validation_1-mae:6472.12598
[148]	validation_0-mae:6155.37500	validation_1-mae:6469.97314
[149]	validation_0-mae:6153.06397	validation_1-mae:6468.37549
[150]	validation_0-mae:6147.46240	validation_1-mae:6465.44189
[151]	validation_0-mae:6142.81689	validation_1-mae:6463.61719
[152]	validation_0-mae:6140.29541	validation_1-mae:6462.62549
[153]	validation_0-mae:6135.16797	validation_1-mae:6460.37109
[154]	validation_0-mae:6130.79004	validation_1-mae:6457.74853
[155]	validation_0-mae:6125.47461	validation_1-mae:6456.46875
[156]	validation_0-mae:6121.02930	validation_1-mae:6454.00781
[157]	validation_0-mae:6117.35156	validation_1-mae:6451.92236
[158]	validation_0-mae:6113.85059	validation_1-mae:6450.79688
[159]	validation_0-mae:6107.11865	validation_1-mae:6448.48193
[160]	validation_0-mae:6105.71680	validation_1-mae:6447.73389
[161]	validation_0-mae:6098.78320	validation_1-mae:6443.06055
[162]	validation_0-mae:6095.63916	validation_1-mae:6440.58740
[163]	validation_0-mae:6091.42041	validation_1-mae:6439.76953
[164]	validation_0-mae:6084.92871	validation_1-mae:6435.30615
[165]	validation_0-mae:6082.25977	validation_1-mae:6435.06934
[166]	validation_0-mae:6078.09766	validation_1-mae:6432.09131
[167]	validation_0-mae:6075.02002	validation_1-mae:6430.99756
[168]	validation_0-mae:6071.53174	validation_1-mae:6428.92969
[169]	validation_0-mae:6067.41211	validation_1-mae:6425.71143
[170]	validation_0-mae:6061.60010	validation_1-mae:6421.64258
[171]	validation_0-mae:6056.04150	validation_1-mae:6417.69336
[172]	validation_0-mae:6051.96094	validation_1-mae:6416.03076
[173]	validation_0-mae:6050.09033	validation_1-mae:6415.73438
[174]	validation_0-mae:6047.81787	validation_1-mae:6416.19873
[175]	validation_0-mae:6046.68457	validation_1-mae:6416.12549
[176]	validation_0-mae:6042.65674	validation_1-mae:6415.51367
[177]	validation_0-mae:6040.81299	validation_1-mae:6415.51270
[178]	validation_0-mae:6036.30469	validation_1-mae:6412.41602
[179]	validation_0-mae:6034.00244	validation_1-mae:6411.23633
[180]	validation_0-mae:6030.30322	validation_1-mae:6409.12109
[181]	validation_0-mae:6028.42236	validation_1-mae:6408.30664
[182]	validation_0-mae:6024.72363	validation_1-mae:6406.30273
[183]	validation_0-mae:6016.76465	validation_1-mae:6400.45459
[184]	validation_0-mae:6010.52686	validation_1-mae:6396.37402
[185]	validation_0-mae:6007.19922	validation_1-mae:6394.59473
[186]	validation_0-mae:6002.96484	validation_1-mae:6393.41943
[187]	validation_0-mae:5999.69922	validation_1-mae:6392.58838
[188]	validation_0-mae:5996.31397	validation_1-mae:6389.80420
[189]	validation_0-mae:5995.33008	validation_1-mae:6389.71240
[190]	validation_0-mae:5991.64307	validation_1-mae:6388.99072
[191]	validation_0-mae:5987.92871	validation_1-mae:6386.62939
[192]	validation_0-mae:5984.55078	validation_1-mae:6384.94727
[193]	validation_0-mae:5981.06787	validation_1-mae:6382.33057
[194]	validation_0-mae:5978.98291	validation_1-mae:6380.84766
[195]	validation_0-mae:5976.53076	validation_1-mae:6380.61914
[196]	validation_0-mae:5973.36377	validation_1-mae:6379.59228
[197]	validation_0-mae:5971.01270	validation_1-mae:6379.68848
[198]	validation_0-mae:5968.77783	validation_1-mae:6379.88135
[199]	validation_0-mae:5966.27686	validation_1-mae:6377.88623
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[1485]	validation_0-mae:4076.69556	validation_1-mae:5978.70361
[1486]	validation_0-mae:4075.90552	validation_1-mae:5978.44434
[1487]	validation_0-mae:4075.19189	validation_1-mae:5978.44873
[1488]	validation_0-mae:4074.53369	validation_1-mae:5978.37695
[1489]	validation_0-mae:4073.64380	validation_1-mae:5978.38965
[1490]	validation_0-mae:4073.04761	validation_1-mae:5978.46143
[1491]	validation_0-mae:4072.18774	validation_1-mae:5978.62549
[1492]	validation_0-mae:4072.08154	validation_1-mae:5978.62256
[1493]	validation_0-mae:4071.98291	validation_1-mae:5978.72461
[1494]	validation_0-mae:4071.38184	validation_1-mae:5978.64258
[1495]	validation_0-mae:4071.04981	validation_1-mae:5978.78223
[1496]	validation_0-mae:4070.61060	validation_1-mae:5978.95654
[1497]	validation_0-mae:4070.11108	validation_1-mae:5978.85889
[1498]	validation_0-mae:4069.25659	validation_1-mae:5979.02783
[1499]	validation_0-mae:4068.69824	validation_1-mae:5979.03955
[1500]	validation_0-mae:4067.81177	validation_1-mae:5979.44971
[1501]	validation_0-mae:4067.33423	validation_1-mae:5979.54785
[1502]	validation_0-mae:4066.35425	validation_1-mae:5980.18799
[1503]	validation_0-mae:4065.92358	validation_1-mae:5980.24316
[1504]	validation_0-mae:4065.11475	validation_1-mae:5980.28027
[1505]	validation_0-mae:4064.18677	validation_1-mae:5980.05176
[1506]	validation_0-mae:4063.07471	validation_1-mae:5979.45508
[1507]	validation_0-mae:4061.29004	validation_1-mae:5980.01367
[1508]	validation_0-mae:4059.30469	validation_1-mae:5979.81250
[1509]	validation_0-mae:4058.74756	validation_1-mae:5980.01514
[1510]	validation_0-mae:4058.12012	validation_1-mae:5980.43457
[1511]	validation_0-mae:4056.88745	validation_1-mae:5980.61523
[1512]	validation_0-mae:4055.63355	validation_1-mae:5980.98975
[1513]	validation_0-mae:4054.59961	validation_1-mae:5980.79346
[1514]	validation_0-mae:4054.10156	validation_1-mae:5981.03711
[1515]	validation_0-mae:4052.97095	validation_1-mae:5981.24853
[1516]	validation_0-mae:4052.32471	validation_1-mae:5981.22070
[1517]	validation_0-mae:4051.67139	validation_1-mae:5981.35400
[1518]	validation_0-mae:4050.98413	validation_1-mae:5981.77148
[1519]	validation_0-mae:4049.74170	validation_1-mae:5981.48633
[1520]	validation_0-mae:4049.01025	validation_1-mae:5981.31836
[1521]	validation_0-mae:4047.69116	validation_1-mae:5981.13281
[1522]	validation_0-mae:4046.59473	validation_1-mae:5980.88428
[1523]	validation_0-mae:4045.12183	validation_1-mae:5981.07666
[1524]	validation_0-mae:4044.71655	validation_1-mae:5981.03076
[1525]	validation_0-mae:4044.06958	validation_1-mae:5981.10791
[1526]	validation_0-mae:4043.10303	validation_1-mae:5980.96338
[1527]	validation_0-mae:4042.27319	validation_1-mae:5981.12012
[1528]	validation_0-mae:4041.99976	validation_1-mae:5980.97266
[1529]	validation_0-mae:4041.32739	validation_1-mae:5980.86328
[1530]	validation_0-mae:4040.88599	validation_1-mae:5980.86279
[1531]	validation_0-mae:4040.34424	validation_1-mae:5980.57129
[1532]	validation_0-mae:4039.30225	validation_1-mae:5980.55859
[1533]	validation_0-mae:4038.51904	validation_1-mae:5980.75098
[1534]	validation_0-mae:4038.11133	validation_1-mae:5980.83838
[1535]	validation_0-mae:4037.43018	validation_1-mae:5981.04199
[1536]	validation_0-mae:4036.53442	validation_1-mae:5981.28662
[1537]	validation_0-mae:4035.94141	validation_1-mae:5981.26904
[1538]	validation_0-mae:4035.50757	validation_1-mae:5981.35352
[1539]	validation_0-mae:4034.57910	validation_1-mae:5981.03418
[1540]	validation_0-mae:4033.93311	validation_1-mae:5980.91211
[1541]	validation_0-mae:4033.22363	validation_1-mae:5981.01172
[1542]	validation_0-mae:4032.15796	validation_1-mae:5980.88330
[1543]	validation_0-mae:4030.70044	validation_1-mae:5980.62695
[1544]	validation_0-mae:4029.16968	validation_1-mae:5981.07910
[1545]	validation_0-mae:4028.02661	validation_1-mae:5981.15234
[1546]	validation_0-mae:4026.84106	validation_1-mae:5981.03418
[1547]	validation_0-mae:4026.01636	validation_1-mae:5981.31152
[1548]	validation_0-mae:4025.46655	validation_1-mae:5981.44629
[1549]	validation_0-mae:4024.44287	validation_1-mae:5981.52246
[1550]	validation_0-mae:4024.01221	validation_1-mae:5981.45215
[1551]	validation_0-mae:4023.52417	validation_1-mae:5981.56152
[1552]	validation_0-mae:4023.13379	validation_1-mae:5981.57910
[1553]	validation_0-mae:4022.06641	validation_1-mae:5981.74561
[1554]	validation_0-mae:4020.80103	validation_1-mae:5981.49072
[1555]	validation_0-mae:4019.70654	validation_1-mae:5981.20703
[1556]	validation_0-mae:4018.64722	validation_1-mae:5980.55322
[1557]	validation_0-mae:4018.12622	validation_1-mae:5980.53125
[1558]	validation_0-mae:4017.37134	validation_1-mae:5980.27051
[1559]	validation_0-mae:4016.46777	validation_1-mae:5980.32910
[1560]	validation_0-mae:4015.79297	validation_1-mae:5980.25098
[1561]	validation_0-mae:4014.95410	validation_1-mae:5980.39404
[1562]	validation_0-mae:4013.80737	validation_1-mae:5980.27197
[1563]	validation_0-mae:4012.77637	validation_1-mae:5980.19385
[1564]	validation_0-mae:4011.87549	validation_1-mae:5979.66602
[1565]	validation_0-mae:4010.99170	validation_1-mae:5979.86963
[1566]	validation_0-mae:4010.20093	validation_1-mae:5980.29346
[1567]	validation_0-mae:4009.89380	validation_1-mae:5980.16748
[1568]	validation_0-mae:4009.14697	validation_1-mae:5980.29639
[1569]	validation_0-mae:4008.29590	validation_1-mae:5980.97412
[1570]	validation_0-mae:4007.24438	validation_1-mae:5981.34766
[1571]	validation_0-mae:4006.41894	validation_1-mae:5981.24463
[1572]	validation_0-mae:4005.54053	validation_1-mae:5981.17041
[1573]	validation_0-mae:4004.46411	validation_1-mae:5981.16992
[1574]	validation_0-mae:4003.96851	validation_1-mae:5981.20703
[1575]	validation_0-mae:4003.24683	validation_1-mae:5981.26709
[1576]	validation_0-mae:4002.63574	validation_1-mae:5981.02246
[1577]	validation_0-mae:4002.13745	validation_1-mae:5981.13330
[1578]	validation_0-mae:4000.94019	validation_1-mae:5980.82373
[1579]	validation_0-mae:3999.48779	validation_1-mae:5980.66211
[1580]	validation_0-mae:3998.82593	validation_1-mae:5980.69629
[1581]	validation_0-mae:3998.22632	validation_1-mae:5980.89941
[1582]	validation_0-mae:3997.77661	validation_1-mae:5980.87109
[1583]	validation_0-mae:3997.33838	validation_1-mae:5981.01416
[1584]	validation_0-mae:3997.25757	validation_1-mae:5980.97949
[1585]	validation_0-mae:3996.33716	validation_1-mae:5980.72314
[1586]	validation_0-mae:3994.76929	validation_1-mae:5980.04785
[1587]	validation_0-mae:3993.58569	validation_1-mae:5979.92725
[1588]	validation_0-mae:3992.67725	validation_1-mae:5980.54395
[1589]	validation_0-mae:3991.89038	validation_1-mae:5980.92773
[1590]	validation_0-mae:3990.63232	validation_1-mae:5980.40967
[1591]	validation_0-mae:3989.60376	validation_1-mae:5980.58203
[1592]	validation_0-mae:3989.49707	validation_1-mae:5980.58936
[1593]	validation_0-mae:3989.30688	validation_1-mae:5980.56592
[1594]	validation_0-mae:3989.19238	validation_1-mae:5980.61279
[1595]	validation_0-mae:3988.86401	validation_1-mae:5980.82764
[1596]	validation_0-mae:3987.93311	validation_1-mae:5980.50244
[1597]	validation_0-mae:3987.22803	validation_1-mae:5980.59961
[1598]	validation_0-mae:3985.93628	validation_1-mae:5980.05420
[1599]	validation_0-mae:3984.99976	validation_1-mae:5980.09326
[1600]	validation_0-mae:3984.31543	validation_1-mae:5980.03857
[1601]	validation_0-mae:3983.62183	validation_1-mae:5980.00879
[1602]	validation_0-mae:3982.52466	validation_1-mae:5979.42969
[1603]	validation_0-mae:3982.15991	validation_1-mae:5979.60693
[1604]	validation_0-mae:3981.62939	validation_1-mae:5979.39209
[1605]	validation_0-mae:3981.12695	validation_1-mae:5979.41260
[1606]	validation_0-mae:3980.25610	validation_1-mae:5979.39062
[1607]	validation_0-mae:3979.90918	validation_1-mae:5979.38770
[1608]	validation_0-mae:3979.29028	validation_1-mae:5979.34326
[1609]	validation_0-mae:3978.46411	validation_1-mae:5979.51367
[1610]	validation_0-mae:3977.73901	validation_1-mae:5979.82959
[1611]	validation_0-mae:3977.70630	validation_1-mae:5979.81201
[1612]	validation_0-mae:3976.97974	validation_1-mae:5979.83496
[1613]	validation_0-mae:3976.37427	validation_1-mae:5979.71680
[1614]	validation_0-mae:3976.35449	validation_1-mae:5979.74561
[1615]	validation_0-mae:3975.37402	validation_1-mae:5979.76953
[1616]	validation_0-mae:3974.93604	validation_1-mae:5979.72461
[1617]	validation_0-mae:3973.77270	validation_1-mae:5980.30322
[1618]	validation_0-mae:3972.99365	validation_1-mae:5980.10840
[1619]	validation_0-mae:3972.47290	validation_1-mae:5980.16602
[1620]	validation_0-mae:3971.64673	validation_1-mae:5979.97900
[1621]	validation_0-mae:3970.47290	validation_1-mae:5979.80811
[1622]	validation_0-mae:3969.17944	validation_1-mae:5979.83154
[1623]	validation_0-mae:3967.97852	validation_1-mae:5980.39893
[1624]	validation_0-mae:3967.11035	validation_1-mae:5980.46924
[1625]	validation_0-mae:3966.41284	validation_1-mae:5980.41357
[1626]	validation_0-mae:3965.69385	validation_1-mae:5980.64404
[1627]	validation_0-mae:3964.87842	validation_1-mae:5980.63770
[1628]	validation_0-mae:3963.78491	validation_1-mae:5981.57715
[1629]	validation_0-mae:3963.43237	validation_1-mae:5981.64795
[1630]	validation_0-mae:3962.63599	validation_1-mae:5981.91357
[1631]	validation_0-mae:3962.10962	validation_1-mae:5981.95215
[1632]	validation_0-mae:3961.65869	validation_1-mae:5981.78418
[1633]	validation_0-mae:3961.05176	validation_1-mae:5981.82080
[1634]	validation_0-mae:3960.69531	validation_1-mae:5981.77637
[1635]	validation_0-mae:3960.06152	validation_1-mae:5981.83691
[1636]	validation_0-mae:3959.34009	validation_1-mae:5982.11572
[1637]	validation_0-mae:3958.99731	validation_1-mae:5982.16406
[1638]	validation_0-mae:3958.53784	validation_1-mae:5982.41992
[1639]	validation_0-mae:3957.93970	validation_1-mae:5982.35596
[1640]	validation_0-mae:3957.42627	validation_1-mae:5982.18262
[1641]	validation_0-mae:3956.69214	validation_1-mae:5982.08496
[1642]	validation_0-mae:3955.82935	validation_1-mae:5982.34668
[1643]	validation_0-mae:3955.31641	validation_1-mae:5982.41162
[1644]	validation_0-mae:3954.59399	validation_1-mae:5982.66357
[1645]	validation_0-mae:3953.41064	validation_1-mae:5982.65088
[1646]	validation_0-mae:3952.86523	validation_1-mae:5982.60791
[1647]	validation_0-mae:3951.95654	validation_1-mae:5982.94092
[1648]	validation_0-mae:3951.19727	validation_1-mae:5982.95752
[1649]	validation_0-mae:3950.21240	validation_1-mae:5983.19092
[1650]	validation_0-mae:3949.17041	validation_1-mae:5983.17822
[1651]	validation_0-mae:3947.57080	validation_1-mae:5983.39990
[1652]	validation_0-mae:3946.74145	validation_1-mae:5983.46826
[1653]	validation_0-mae:3945.46338	validation_1-mae:5983.20605
[1654]	validation_0-mae:3944.20825	validation_1-mae:5983.28711
[1655]	validation_0-mae:3943.79468	validation_1-mae:5983.31348
[1656]	validation_0-mae:3942.68140	validation_1-mae:5983.00732
[1657]	validation_0-mae:3941.30786	validation_1-mae:5983.55811
[1658]	validation_0-mae:3940.04810	validation_1-mae:5983.50977
[1659]	validation_0-mae:3939.28833	validation_1-mae:5983.51416
[1660]	validation_0-mae:3938.34375	validation_1-mae:5983.64014
[1661]	validation_0-mae:3937.74243	validation_1-mae:5983.52441
[1662]	validation_0-mae:3937.25928	validation_1-mae:5983.45898
[1663]	validation_0-mae:3936.80713	validation_1-mae:5983.59277
[1664]	validation_0-mae:3936.54688	validation_1-mae:5983.85791
[1665]	validation_0-mae:3936.22217	validation_1-mae:5983.92578
[1666]	validation_0-mae:3935.40283	validation_1-mae:5983.89307
[1667]	validation_0-mae:3933.98144	validation_1-mae:5983.57812
[1668]	validation_0-mae:3933.38013	validation_1-mae:5983.57178
[1669]	validation_0-mae:3933.32251	validation_1-mae:5983.60791
[1670]	validation_0-mae:3931.75317	validation_1-mae:5984.04395
[1671]	validation_0-mae:3930.61108	validation_1-mae:5983.65137
[1672]	validation_0-mae:3929.83569	validation_1-mae:5984.01807
[1673]	validation_0-mae:3929.05542	validation_1-mae:5983.78760
[1674]	validation_0-mae:3928.25391	validation_1-mae:5983.80957
[1675]	validation_0-mae:3927.03540	validation_1-mae:5983.56152
[1676]	validation_0-mae:3926.56592	validation_1-mae:5983.53955
[1677]	validation_0-mae:3925.05566	validation_1-mae:5982.87451
[1678]	validation_0-mae:3924.57959	validation_1-mae:5982.75195
[1679]	validation_0-mae:3923.77417	validation_1-mae:5982.66992
[1680]	validation_0-mae:3922.78662	validation_1-mae:5982.69385
[1681]	validation_0-mae:3921.30103	validation_1-mae:5982.70361
[1682]	validation_0-mae:3920.30005	validation_1-mae:5983.40625
[1683]	validation_0-mae:3919.25049	validation_1-mae:5984.34131
[1684]	validation_0-mae:3918.18213	validation_1-mae:5984.35547
[1685]	validation_0-mae:3917.63208	validation_1-mae:5984.64453
[1686]	validation_0-mae:3916.93115	validation_1-mae:5984.97119
[1687]	validation_0-mae:3915.73877	validation_1-mae:5985.50928
[1688]	validation_0-mae:3914.72485	validation_1-mae:5985.79248
[1689]	validation_0-mae:3913.76611	validation_1-mae:5986.01807
[1690]	validation_0-mae:3912.52002	validation_1-mae:5986.81397
[1691]	validation_0-mae:3911.68359	validation_1-mae:5986.89453
[1692]	validation_0-mae:3910.75586	validation_1-mae:5987.00732
[1693]	validation_0-mae:3909.26416	validation_1-mae:5987.74561
[1694]	validation_0-mae:3908.46191	validation_1-mae:5987.64941
[1695]	validation_0-mae:3907.03467	validation_1-mae:5988.61523
[1696]	validation_0-mae:3906.22485	validation_1-mae:5988.60547
[1697]	validation_0-mae:3905.25317	validation_1-mae:5988.31250
[1698]	validation_0-mae:3903.77100	validation_1-mae:5988.77197
[1699]	validation_0-mae:3902.81738	validation_1-mae:5988.59863
Dropping: dti
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20745.88867
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.02148
[5]	validation_0-mae:17301.18555	validation_1-mae:17050.82422
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.12598
[7]	validation_0-mae:14475.86523	validation_1-mae:14247.95606
[8]	validation_0-mae:13346.72363	validation_1-mae:13125.76660
[9]	validation_0-mae:12383.51367	validation_1-mae:12165.98926
[10]	validation_0-mae:11563.51367	validation_1-mae:11349.86426
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.20801
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.29981
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.69824
[14]	validation_0-mae:9418.90527	validation_1-mae:9236.16602
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.73828
[16]	validation_0-mae:8802.76660	validation_1-mae:8637.32910
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.89746
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.71973
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.78027
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.64404
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.72461
[22]	validation_0-mae:7846.75684	validation_1-mae:7746.29785
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.16943
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.82275
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.50244
[26]	validation_0-mae:7548.76904	validation_1-mae:7488.71777
[27]	validation_0-mae:7488.48926	validation_1-mae:7434.68750
[28]	validation_0-mae:7439.25342	validation_1-mae:7393.38965
[29]	validation_0-mae:7397.08154	validation_1-mae:7359.21777
[30]	validation_0-mae:7361.37988	validation_1-mae:7328.75244
[31]	validation_0-mae:7320.82324	validation_1-mae:7292.15869
[32]	validation_0-mae:7292.41406	validation_1-mae:7274.69189
[33]	validation_0-mae:7264.21289	validation_1-mae:7254.06201
[34]	validation_0-mae:7233.89893	validation_1-mae:7234.10352
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.45996
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[1579]	validation_0-mae:4013.97192	validation_1-mae:5984.41846
[1580]	validation_0-mae:4013.43433	validation_1-mae:5984.76367
[1581]	validation_0-mae:4012.29150	validation_1-mae:5984.85791
[1582]	validation_0-mae:4011.72925	validation_1-mae:5984.98193
[1583]	validation_0-mae:4010.50269	validation_1-mae:5984.73389
[1584]	validation_0-mae:4010.08203	validation_1-mae:5985.02295
[1585]	validation_0-mae:4008.79077	validation_1-mae:5985.02441
[1586]	validation_0-mae:4008.12891	validation_1-mae:5984.64209
[1587]	validation_0-mae:4006.69946	validation_1-mae:5983.81738
[1588]	validation_0-mae:4006.16992	validation_1-mae:5984.07373
[1589]	validation_0-mae:4005.73535	validation_1-mae:5984.11865
[1590]	validation_0-mae:4004.95630	validation_1-mae:5984.35547
[1591]	validation_0-mae:4004.43555	validation_1-mae:5984.65332
[1592]	validation_0-mae:4003.91333	validation_1-mae:5984.73389
[1593]	validation_0-mae:4002.82031	validation_1-mae:5984.60791
[1594]	validation_0-mae:4002.08643	validation_1-mae:5984.76367
[1595]	validation_0-mae:4001.31030	validation_1-mae:5985.15478
[1596]	validation_0-mae:4000.16846	validation_1-mae:5985.60596
[1597]	validation_0-mae:3999.44580	validation_1-mae:5985.60303
[1598]	validation_0-mae:3998.94824	validation_1-mae:5985.76123
[1599]	validation_0-mae:3997.17358	validation_1-mae:5985.87402
[1600]	validation_0-mae:3995.85254	validation_1-mae:5986.18213
[1601]	validation_0-mae:3994.76123	validation_1-mae:5986.81055
[1602]	validation_0-mae:3993.75220	validation_1-mae:5986.88770
[1603]	validation_0-mae:3992.79907	validation_1-mae:5986.71777
[1604]	validation_0-mae:3992.52832	validation_1-mae:5986.48584
[1605]	validation_0-mae:3991.37207	validation_1-mae:5986.14990
[1606]	validation_0-mae:3990.57593	validation_1-mae:5986.33350
[1607]	validation_0-mae:3990.21191	validation_1-mae:5985.99805
[1608]	validation_0-mae:3989.82568	validation_1-mae:5985.92627
[1609]	validation_0-mae:3989.17383	validation_1-mae:5986.02490
[1610]	validation_0-mae:3988.28320	validation_1-mae:5986.21191
[1611]	validation_0-mae:3987.80493	validation_1-mae:5985.98730
[1612]	validation_0-mae:3987.49048	validation_1-mae:5986.13916
[1613]	validation_0-mae:3986.18384	validation_1-mae:5985.85156
[1614]	validation_0-mae:3985.63306	validation_1-mae:5985.69385
[1615]	validation_0-mae:3985.13892	validation_1-mae:5985.57568
[1616]	validation_0-mae:3984.96289	validation_1-mae:5985.68897
[1617]	validation_0-mae:3984.30420	validation_1-mae:5985.73682
[1618]	validation_0-mae:3984.18677	validation_1-mae:5985.80469
[1619]	validation_0-mae:3982.62769	validation_1-mae:5984.45117
[1620]	validation_0-mae:3981.81372	validation_1-mae:5984.68701
[1621]	validation_0-mae:3981.21729	validation_1-mae:5984.72022
[1622]	validation_0-mae:3980.42944	validation_1-mae:5984.78174
[1623]	validation_0-mae:3980.07300	validation_1-mae:5985.05127
[1624]	validation_0-mae:3978.54639	validation_1-mae:5984.13623
[1625]	validation_0-mae:3978.02759	validation_1-mae:5984.43115
[1626]	validation_0-mae:3977.66821	validation_1-mae:5984.20312
[1627]	validation_0-mae:3977.13428	validation_1-mae:5984.18311
[1628]	validation_0-mae:3976.32861	validation_1-mae:5984.07178
[1629]	validation_0-mae:3975.82568	validation_1-mae:5984.05469
[1630]	validation_0-mae:3975.40430	validation_1-mae:5984.09668
[1631]	validation_0-mae:3974.70361	validation_1-mae:5984.21240
[1632]	validation_0-mae:3974.22119	validation_1-mae:5984.25391
[1633]	validation_0-mae:3973.46606	validation_1-mae:5984.48486
[1634]	validation_0-mae:3973.11133	validation_1-mae:5984.50928
[1635]	validation_0-mae:3972.50586	validation_1-mae:5984.20605
[1636]	validation_0-mae:3972.20239	validation_1-mae:5984.25195
[1637]	validation_0-mae:3971.32788	validation_1-mae:5983.86865
[1638]	validation_0-mae:3970.91040	validation_1-mae:5983.85010
[1639]	validation_0-mae:3970.61133	validation_1-mae:5983.90088
[1640]	validation_0-mae:3969.88745	validation_1-mae:5984.08008
[1641]	validation_0-mae:3969.06445	validation_1-mae:5983.96777
[1642]	validation_0-mae:3968.62256	validation_1-mae:5984.02393
[1643]	validation_0-mae:3967.77710	validation_1-mae:5984.17773
[1644]	validation_0-mae:3966.51465	validation_1-mae:5984.32910
[1645]	validation_0-mae:3965.37183	validation_1-mae:5984.41699
[1646]	validation_0-mae:3964.76758	validation_1-mae:5984.26953
[1647]	validation_0-mae:3963.39673	validation_1-mae:5984.05762
[1648]	validation_0-mae:3962.90112	validation_1-mae:5983.91406
[1649]	validation_0-mae:3962.01514	validation_1-mae:5983.45459
[1650]	validation_0-mae:3961.13843	validation_1-mae:5983.51465
[1651]	validation_0-mae:3960.26562	validation_1-mae:5983.34668
[1652]	validation_0-mae:3959.37354	validation_1-mae:5983.39795
[1653]	validation_0-mae:3958.63306	validation_1-mae:5983.36475
[1654]	validation_0-mae:3957.71631	validation_1-mae:5983.46582
[1655]	validation_0-mae:3957.05151	validation_1-mae:5983.43262
[1656]	validation_0-mae:3955.71509	validation_1-mae:5983.60498
[1657]	validation_0-mae:3954.99854	validation_1-mae:5983.44922
[1658]	validation_0-mae:3954.26733	validation_1-mae:5983.33301
[1659]	validation_0-mae:3953.97070	validation_1-mae:5983.29102
[1660]	validation_0-mae:3953.29590	validation_1-mae:5983.32324
[1661]	validation_0-mae:3952.39746	validation_1-mae:5983.26562
[1662]	validation_0-mae:3951.91504	validation_1-mae:5983.28857
[1663]	validation_0-mae:3950.72095	validation_1-mae:5983.33008
[1664]	validation_0-mae:3950.20654	validation_1-mae:5983.71680
[1665]	validation_0-mae:3949.53149	validation_1-mae:5984.02881
[1666]	validation_0-mae:3948.61084	validation_1-mae:5984.11768
[1667]	validation_0-mae:3947.84351	validation_1-mae:5984.15723
[1668]	validation_0-mae:3947.42407	validation_1-mae:5984.33105
[1669]	validation_0-mae:3946.69409	validation_1-mae:5984.21387
[1670]	validation_0-mae:3945.28638	validation_1-mae:5983.89160
[1671]	validation_0-mae:3944.88013	validation_1-mae:5983.94336
[1672]	validation_0-mae:3944.79541	validation_1-mae:5983.90430
[1673]	validation_0-mae:3944.32519	validation_1-mae:5984.29004
[1674]	validation_0-mae:3943.59375	validation_1-mae:5984.11865
[1675]	validation_0-mae:3942.74170	validation_1-mae:5983.79736
[1676]	validation_0-mae:3942.03540	validation_1-mae:5983.52588
[1677]	validation_0-mae:3940.97363	validation_1-mae:5983.16064
[1678]	validation_0-mae:3940.20483	validation_1-mae:5982.82373
[1679]	validation_0-mae:3939.83594	validation_1-mae:5983.04980
[1680]	validation_0-mae:3939.16406	validation_1-mae:5982.93994
[1681]	validation_0-mae:3938.16894	validation_1-mae:5982.89014
[1682]	validation_0-mae:3936.48901	validation_1-mae:5983.35010
[1683]	validation_0-mae:3935.39160	validation_1-mae:5983.29932
[1684]	validation_0-mae:3934.32105	validation_1-mae:5983.41895
[1685]	validation_0-mae:3933.40747	validation_1-mae:5983.58545
[1686]	validation_0-mae:3932.83081	validation_1-mae:5983.57812
[1687]	validation_0-mae:3932.48926	validation_1-mae:5983.40430
[1688]	validation_0-mae:3932.13379	validation_1-mae:5983.19092
[1689]	validation_0-mae:3931.59424	validation_1-mae:5983.17480
[1690]	validation_0-mae:3930.57202	validation_1-mae:5982.71973
[1691]	validation_0-mae:3929.95947	validation_1-mae:5982.92773
[1692]	validation_0-mae:3928.95508	validation_1-mae:5982.33740
[1693]	validation_0-mae:3927.61011	validation_1-mae:5982.40430
[1694]	validation_0-mae:3926.38257	validation_1-mae:5982.80713
[1695]	validation_0-mae:3925.44141	validation_1-mae:5982.44238
[1696]	validation_0-mae:3924.60107	validation_1-mae:5982.77344
[1697]	validation_0-mae:3923.95654	validation_1-mae:5982.90674
[1698]	validation_0-mae:3923.04077	validation_1-mae:5983.64795
[1699]	validation_0-mae:3922.32227	validation_1-mae:5983.66309
Dropping: tani
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.14258
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.33984
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.68164
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.25391
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.84473
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.41309
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.23438
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.29590
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.15967
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.24023
[22]	validation_0-mae:7846.75635	validation_1-mae:7745.81348
[23]	validation_0-mae:7760.49268	validation_1-mae:7676.68457
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.33838
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.01758
[26]	validation_0-mae:7548.76855	validation_1-mae:7487.73584
[27]	validation_0-mae:7488.48926	validation_1-mae:7433.70605
[28]	validation_0-mae:7439.25342	validation_1-mae:7392.61572
[29]	validation_0-mae:7397.08154	validation_1-mae:7358.44336
[30]	validation_0-mae:7361.37939	validation_1-mae:7327.97852
[31]	validation_0-mae:7320.82324	validation_1-mae:7291.43848
[32]	validation_0-mae:7292.41406	validation_1-mae:7273.97119
[33]	validation_0-mae:7264.21240	validation_1-mae:7253.34180
[34]	validation_0-mae:7233.89893	validation_1-mae:7233.38281
[35]	validation_0-mae:7202.42920	validation_1-mae:7208.73926
[36]	validation_0-mae:7185.20361	validation_1-mae:7195.32422
[37]	validation_0-mae:7167.49853	validation_1-mae:7185.30908
[38]	validation_0-mae:7142.06152	validation_1-mae:7163.81055
[39]	validation_0-mae:7120.69287	validation_1-mae:7146.62402
[40]	validation_0-mae:7102.86865	validation_1-mae:7136.25586
[41]	validation_0-mae:7086.70312	validation_1-mae:7123.86182
[42]	validation_0-mae:7069.58447	validation_1-mae:7113.11914
[43]	validation_0-mae:7049.53027	validation_1-mae:7099.31006
[44]	validation_0-mae:7037.13135	validation_1-mae:7088.62939
[45]	validation_0-mae:7011.87891	validation_1-mae:7068.18603
[46]	validation_0-mae:6988.43945	validation_1-mae:7048.38672
[47]	validation_0-mae:6972.56152	validation_1-mae:7040.31934
[48]	validation_0-mae:6947.87549	validation_1-mae:7021.85107
[49]	validation_0-mae:6933.69238	validation_1-mae:7011.80029
[50]	validation_0-mae:6915.77148	validation_1-mae:6998.87207
[51]	validation_0-mae:6900.55615	validation_1-mae:6986.42285
[52]	validation_0-mae:6889.27148	validation_1-mae:6980.63672
[53]	validation_0-mae:6875.39160	validation_1-mae:6971.02930
[54]	validation_0-mae:6865.36963	validation_1-mae:6966.85254
[55]	validation_0-mae:6847.73633	validation_1-mae:6951.22217
[56]	validation_0-mae:6831.06250	validation_1-mae:6936.79785
[57]	validation_0-mae:6822.33252	validation_1-mae:6932.66455
[58]	validation_0-mae:6810.88574	validation_1-mae:6922.17480
[59]	validation_0-mae:6795.66113	validation_1-mae:6908.83350
[60]	validation_0-mae:6783.38623	validation_1-mae:6897.90918
[61]	validation_0-mae:6770.12353	validation_1-mae:6889.69775
[62]	validation_0-mae:6758.69922	validation_1-mae:6880.01611
[63]	validation_0-mae:6745.79736	validation_1-mae:6868.63184
[64]	validation_0-mae:6735.05664	validation_1-mae:6861.19238
[65]	validation_0-mae:6720.97022	validation_1-mae:6853.11084
[66]	validation_0-mae:6707.59766	validation_1-mae:6843.06689
[67]	validation_0-mae:6697.44971	validation_1-mae:6835.07471
[68]	validation_0-mae:6681.71289	validation_1-mae:6822.33740
[69]	validation_0-mae:6674.26904	validation_1-mae:6819.25732
[70]	validation_0-mae:6661.05762	validation_1-mae:6809.82227
[71]	validation_0-mae:6648.99853	validation_1-mae:6799.81299
[72]	validation_0-mae:6638.93262	validation_1-mae:6792.61670
[73]	validation_0-mae:6625.05029	validation_1-mae:6779.31689
[74]	validation_0-mae:6616.62842	validation_1-mae:6774.87402
[75]	validation_0-mae:6610.62012	validation_1-mae:6770.51416
[76]	validation_0-mae:6603.80420	validation_1-mae:6764.35107
[77]	validation_0-mae:6596.43213	validation_1-mae:6758.62061
[78]	validation_0-mae:6586.54492	validation_1-mae:6751.69092
[79]	validation_0-mae:6568.51367	validation_1-mae:6738.29150
[80]	validation_0-mae:6559.98779	validation_1-mae:6729.96240
[81]	validation_0-mae:6554.15430	validation_1-mae:6726.93555
[82]	validation_0-mae:6549.21728	validation_1-mae:6724.06982
[83]	validation_0-mae:6538.87939	validation_1-mae:6715.04199
[84]	validation_0-mae:6527.83887	validation_1-mae:6707.62744
[85]	validation_0-mae:6517.57812	validation_1-mae:6699.65869
[86]	validation_0-mae:6507.20898	validation_1-mae:6690.54443
[87]	validation_0-mae:6496.58496	validation_1-mae:6681.65186
[88]	validation_0-mae:6488.78564	validation_1-mae:6675.92041
[89]	validation_0-mae:6481.41064	validation_1-mae:6671.62061
[90]	validation_0-mae:6472.61816	validation_1-mae:6665.22900
[91]	validation_0-mae:6465.72559	validation_1-mae:6659.55371
[92]	validation_0-mae:6457.99072	validation_1-mae:6656.03223
[93]	validation_0-mae:6449.30420	validation_1-mae:6651.01465
[94]	validation_0-mae:6442.65039	validation_1-mae:6648.68603
[95]	validation_0-mae:6436.48730	validation_1-mae:6645.16895
[96]	validation_0-mae:6430.90283	validation_1-mae:6641.37695
[97]	validation_0-mae:6421.56250	validation_1-mae:6633.24219
[98]	validation_0-mae:6414.93213	validation_1-mae:6627.86572
[99]	validation_0-mae:6408.81934	validation_1-mae:6625.69775
[100]	validation_0-mae:6401.79639	validation_1-mae:6620.87451
[101]	validation_0-mae:6395.25635	validation_1-mae:6616.64502
[102]	validation_0-mae:6385.71338	validation_1-mae:6610.16943
[103]	validation_0-mae:6382.72900	validation_1-mae:6608.20703
[104]	validation_0-mae:6371.06250	validation_1-mae:6600.66650
[105]	validation_0-mae:6365.32129	validation_1-mae:6596.29980
[106]	validation_0-mae:6359.92432	validation_1-mae:6592.45020
[107]	validation_0-mae:6356.36768	validation_1-mae:6589.17822
[108]	validation_0-mae:6352.00342	validation_1-mae:6586.85596
[109]	validation_0-mae:6346.24951	validation_1-mae:6584.44238
[110]	validation_0-mae:6340.13281	validation_1-mae:6581.57275
[111]	validation_0-mae:6336.01221	validation_1-mae:6579.17041
[112]	validation_0-mae:6334.55664	validation_1-mae:6578.38086
[113]	validation_0-mae:6329.98584	validation_1-mae:6574.96973
[114]	validation_0-mae:6324.93555	validation_1-mae:6570.06689
[115]	validation_0-mae:6322.37793	validation_1-mae:6568.30566
[116]	validation_0-mae:6315.32031	validation_1-mae:6563.80322
[117]	validation_0-mae:6308.36768	validation_1-mae:6560.11621
[118]	validation_0-mae:6303.34863	validation_1-mae:6558.40576
[119]	validation_0-mae:6296.85156	validation_1-mae:6554.47998
[120]	validation_0-mae:6288.07471	validation_1-mae:6546.56397
[121]	validation_0-mae:6284.52734	validation_1-mae:6544.78418
[122]	validation_0-mae:6276.71338	validation_1-mae:6539.47754
[123]	validation_0-mae:6267.93262	validation_1-mae:6533.06934
[124]	validation_0-mae:6266.17090	validation_1-mae:6532.34522
[125]	validation_0-mae:6262.60596	validation_1-mae:6530.69531
[126]	validation_0-mae:6259.45703	validation_1-mae:6529.46728
[127]	validation_0-mae:6253.46240	validation_1-mae:6525.42969
[128]	validation_0-mae:6248.24853	validation_1-mae:6522.66943
[129]	validation_0-mae:6241.56152	validation_1-mae:6516.58057
[130]	validation_0-mae:6238.41699	validation_1-mae:6515.33740
[131]	validation_0-mae:6232.85693	validation_1-mae:6514.08984
[132]	validation_0-mae:6224.98584	validation_1-mae:6508.40723
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[1673]	validation_0-mae:3939.63892	validation_1-mae:5987.76025
[1674]	validation_0-mae:3938.82593	validation_1-mae:5987.70703
[1675]	validation_0-mae:3938.78955	validation_1-mae:5987.73926
[1676]	validation_0-mae:3938.29272	validation_1-mae:5987.89551
[1677]	validation_0-mae:3937.96240	validation_1-mae:5987.80469
[1678]	validation_0-mae:3937.36255	validation_1-mae:5987.79248
[1679]	validation_0-mae:3936.45044	validation_1-mae:5987.79639
[1680]	validation_0-mae:3935.80371	validation_1-mae:5987.59717
[1681]	validation_0-mae:3935.22021	validation_1-mae:5987.48242
[1682]	validation_0-mae:3934.23413	validation_1-mae:5987.40527
[1683]	validation_0-mae:3933.50391	validation_1-mae:5987.47998
[1684]	validation_0-mae:3932.93726	validation_1-mae:5987.54297
[1685]	validation_0-mae:3931.80420	validation_1-mae:5987.63037
[1686]	validation_0-mae:3931.31079	validation_1-mae:5987.89453
[1687]	validation_0-mae:3930.81958	validation_1-mae:5987.75732
[1688]	validation_0-mae:3930.23779	validation_1-mae:5987.92236
[1689]	validation_0-mae:3930.05469	validation_1-mae:5987.86182
[1690]	validation_0-mae:3928.83789	validation_1-mae:5988.05713
[1691]	validation_0-mae:3928.43481	validation_1-mae:5988.14111
[1692]	validation_0-mae:3927.81323	validation_1-mae:5988.02588
[1693]	validation_0-mae:3927.04517	validation_1-mae:5988.17480
[1694]	validation_0-mae:3926.98975	validation_1-mae:5988.13037
[1695]	validation_0-mae:3925.84937	validation_1-mae:5987.52832
[1696]	validation_0-mae:3924.79956	validation_1-mae:5988.06103
[1697]	validation_0-mae:3924.31616	validation_1-mae:5987.89551
[1698]	validation_0-mae:3923.55103	validation_1-mae:5987.95703
[1699]	validation_0-mae:3922.75586	validation_1-mae:5987.92920
Dropping: lpg
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.14258
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.33984
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.68164
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.25391
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.84473
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.41309
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.23438
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.29590
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.15967
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.24023
[22]	validation_0-mae:7846.75684	validation_1-mae:7745.81348
[23]	validation_0-mae:7760.49268	validation_1-mae:7676.68457
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.33838
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.01807
[26]	validation_0-mae:7548.76855	validation_1-mae:7488.23340
[27]	validation_0-mae:7488.48926	validation_1-mae:7434.20312
[28]	validation_0-mae:7439.25342	validation_1-mae:7393.11328
[29]	validation_0-mae:7397.08154	validation_1-mae:7358.94043
[30]	validation_0-mae:7361.37988	validation_1-mae:7328.47559
[31]	validation_0-mae:7320.82324	validation_1-mae:7291.93555
[32]	validation_0-mae:7292.41406	validation_1-mae:7274.46826
[33]	validation_0-mae:7264.21289	validation_1-mae:7253.83887
[34]	validation_0-mae:7233.89893	validation_1-mae:7233.88037
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.23633
[36]	validation_0-mae:7185.20361	validation_1-mae:7195.82227
[37]	validation_0-mae:7167.49853	validation_1-mae:7185.80615
[38]	validation_0-mae:7142.06152	validation_1-mae:7164.30811
[39]	validation_0-mae:7120.69287	validation_1-mae:7146.75928
[40]	validation_0-mae:7102.86865	validation_1-mae:7136.39111
[41]	validation_0-mae:7086.70312	validation_1-mae:7123.99707
[42]	validation_0-mae:7069.58447	validation_1-mae:7113.25488
[43]	validation_0-mae:7049.53027	validation_1-mae:7099.44580
[44]	validation_0-mae:7037.05225	validation_1-mae:7088.65869
[45]	validation_0-mae:7011.79150	validation_1-mae:7068.21582
[46]	validation_0-mae:6988.35352	validation_1-mae:7048.41602
[47]	validation_0-mae:6972.47510	validation_1-mae:7040.34863
[48]	validation_0-mae:6947.78906	validation_1-mae:7021.59228
[49]	validation_0-mae:6933.60693	validation_1-mae:7011.54199
[50]	validation_0-mae:6915.68603	validation_1-mae:6998.61279
[51]	validation_0-mae:6900.50488	validation_1-mae:6986.34326
[52]	validation_0-mae:6889.22070	validation_1-mae:6980.55762
[53]	validation_0-mae:6875.30420	validation_1-mae:6971.02002
[54]	validation_0-mae:6865.28320	validation_1-mae:6966.84277
[55]	validation_0-mae:6847.62988	validation_1-mae:6951.30566
[56]	validation_0-mae:6830.95752	validation_1-mae:6936.87988
[57]	validation_0-mae:6822.22852	validation_1-mae:6932.74707
[58]	validation_0-mae:6810.77832	validation_1-mae:6922.25488
[59]	validation_0-mae:6795.55566	validation_1-mae:6908.91309
[60]	validation_0-mae:6783.24561	validation_1-mae:6898.03027
[61]	validation_0-mae:6769.98340	validation_1-mae:6889.81885
[62]	validation_0-mae:6758.57227	validation_1-mae:6882.46875
[63]	validation_0-mae:6750.23096	validation_1-mae:6874.98145
[64]	validation_0-mae:6736.42627	validation_1-mae:6867.42725
[65]	validation_0-mae:6726.77978	validation_1-mae:6859.10010
[66]	validation_0-mae:6716.72217	validation_1-mae:6852.05713
[67]	validation_0-mae:6706.28564	validation_1-mae:6844.45703
[68]	validation_0-mae:6697.85254	validation_1-mae:6838.05713
[69]	validation_0-mae:6684.60352	validation_1-mae:6826.36230
[70]	validation_0-mae:6671.92236	validation_1-mae:6815.57227
[71]	validation_0-mae:6657.90234	validation_1-mae:6804.72803
[72]	validation_0-mae:6648.67773	validation_1-mae:6797.89111
[73]	validation_0-mae:6634.84228	validation_1-mae:6789.85254
[74]	validation_0-mae:6627.72217	validation_1-mae:6784.11475
[75]	validation_0-mae:6617.30811	validation_1-mae:6775.78564
[76]	validation_0-mae:6612.96436	validation_1-mae:6773.69141
[77]	validation_0-mae:6602.28076	validation_1-mae:6764.58252
[78]	validation_0-mae:6594.76074	validation_1-mae:6759.92627
[79]	validation_0-mae:6583.66943	validation_1-mae:6753.12353
[80]	validation_0-mae:6577.51660	validation_1-mae:6749.30811
[81]	validation_0-mae:6569.32910	validation_1-mae:6742.93066
[82]	validation_0-mae:6556.95361	validation_1-mae:6735.87891
[83]	validation_0-mae:6550.00928	validation_1-mae:6732.31543
[84]	validation_0-mae:6538.58350	validation_1-mae:6720.92969
[85]	validation_0-mae:6532.03174	validation_1-mae:6716.33203
[86]	validation_0-mae:6520.15039	validation_1-mae:6707.17822
[87]	validation_0-mae:6513.52881	validation_1-mae:6702.94727
[88]	validation_0-mae:6506.11084	validation_1-mae:6696.45557
[89]	validation_0-mae:6498.47070	validation_1-mae:6691.18164
[90]	validation_0-mae:6488.88574	validation_1-mae:6683.56152
[91]	validation_0-mae:6483.18799	validation_1-mae:6679.79834
[92]	validation_0-mae:6476.47852	validation_1-mae:6677.14307
[93]	validation_0-mae:6467.00293	validation_1-mae:6670.80322
[94]	validation_0-mae:6459.86426	validation_1-mae:6665.72022
[95]	validation_0-mae:6453.61035	validation_1-mae:6660.59863
[96]	validation_0-mae:6448.60742	validation_1-mae:6656.43359
[97]	validation_0-mae:6441.65576	validation_1-mae:6652.99512
[98]	validation_0-mae:6431.59961	validation_1-mae:6644.68897
[99]	validation_0-mae:6425.08545	validation_1-mae:6639.61475
[100]	validation_0-mae:6417.08789	validation_1-mae:6633.71045
[101]	validation_0-mae:6411.61035	validation_1-mae:6630.81982
[102]	validation_0-mae:6402.65674	validation_1-mae:6623.59131
[103]	validation_0-mae:6400.41455	validation_1-mae:6622.10791
[104]	validation_0-mae:6395.80664	validation_1-mae:6622.02832
[105]	validation_0-mae:6387.44971	validation_1-mae:6616.32617
[106]	validation_0-mae:6381.41357	validation_1-mae:6612.57275
[107]	validation_0-mae:6378.72998	validation_1-mae:6610.89746
[108]	validation_0-mae:6372.12549	validation_1-mae:6607.47754
[109]	validation_0-mae:6368.42236	validation_1-mae:6604.30762
[110]	validation_0-mae:6361.35352	validation_1-mae:6600.02393
[111]	validation_0-mae:6354.41113	validation_1-mae:6595.17676
[112]	validation_0-mae:6347.73584	validation_1-mae:6591.95508
[113]	validation_0-mae:6342.07715	validation_1-mae:6589.41748
[114]	validation_0-mae:6338.91504	validation_1-mae:6587.77832
[115]	validation_0-mae:6331.09082	validation_1-mae:6581.21680
[116]	validation_0-mae:6320.05664	validation_1-mae:6571.62012
[117]	validation_0-mae:6315.49414	validation_1-mae:6568.98096
[118]	validation_0-mae:6314.51074	validation_1-mae:6568.11182
[119]	validation_0-mae:6308.72852	validation_1-mae:6564.50244
[120]	validation_0-mae:6304.29932	validation_1-mae:6562.88330
[121]	validation_0-mae:6296.98096	validation_1-mae:6557.79150
[122]	validation_0-mae:6291.46728	validation_1-mae:6554.89551
[123]	validation_0-mae:6285.52637	validation_1-mae:6552.55273
[124]	validation_0-mae:6281.62842	validation_1-mae:6550.03076
[125]	validation_0-mae:6274.61719	validation_1-mae:6544.75000
[126]	validation_0-mae:6269.77295	validation_1-mae:6543.05420
[127]	validation_0-mae:6264.49268	validation_1-mae:6539.52881
[128]	validation_0-mae:6262.06494	validation_1-mae:6536.69775
[129]	validation_0-mae:6255.12891	validation_1-mae:6531.47022
[130]	validation_0-mae:6249.18603	validation_1-mae:6527.63672
[131]	validation_0-mae:6244.67041	validation_1-mae:6523.83301
[132]	validation_0-mae:6241.79785	validation_1-mae:6523.41895
[133]	validation_0-mae:6236.95557	validation_1-mae:6520.92480
[134]	validation_0-mae:6229.57178	validation_1-mae:6516.61914
[135]	validation_0-mae:6225.12451	validation_1-mae:6513.89453
[136]	validation_0-mae:6221.39990	validation_1-mae:6511.57812
[137]	validation_0-mae:6216.98438	validation_1-mae:6509.89648
[138]	validation_0-mae:6213.80908	validation_1-mae:6506.77588
[139]	validation_0-mae:6206.27441	validation_1-mae:6500.67188
[140]	validation_0-mae:6202.34326	validation_1-mae:6498.19189
[141]	validation_0-mae:6200.00293	validation_1-mae:6496.42578
[142]	validation_0-mae:6194.82861	validation_1-mae:6493.82129
[143]	validation_0-mae:6190.29932	validation_1-mae:6490.89502
[144]	validation_0-mae:6188.36475	validation_1-mae:6490.63965
[145]	validation_0-mae:6180.01074	validation_1-mae:6485.44922
[146]	validation_0-mae:6174.96240	validation_1-mae:6482.53906
[147]	validation_0-mae:6171.65625	validation_1-mae:6479.26074
[148]	validation_0-mae:6167.48682	validation_1-mae:6476.76172
[149]	validation_0-mae:6161.85352	validation_1-mae:6473.85547
[150]	validation_0-mae:6154.52490	validation_1-mae:6469.81348
[151]	validation_0-mae:6150.01562	validation_1-mae:6467.86865
[152]	validation_0-mae:6147.10156	validation_1-mae:6465.87988
[153]	validation_0-mae:6143.92188	validation_1-mae:6464.99756
[154]	validation_0-mae:6139.58252	validation_1-mae:6462.22607
[155]	validation_0-mae:6135.22559	validation_1-mae:6459.96875
[156]	validation_0-mae:6133.30859	validation_1-mae:6458.41650
[157]	validation_0-mae:6125.17090	validation_1-mae:6456.56445
[158]	validation_0-mae:6120.94385	validation_1-mae:6452.78076
[159]	validation_0-mae:6115.74756	validation_1-mae:6450.24805
[160]	validation_0-mae:6113.29639	validation_1-mae:6448.63867
[161]	validation_0-mae:6109.20996	validation_1-mae:6447.68359
[162]	validation_0-mae:6103.91992	validation_1-mae:6444.20264
[163]	validation_0-mae:6099.58984	validation_1-mae:6442.67383
[164]	validation_0-mae:6097.93701	validation_1-mae:6441.21045
[165]	validation_0-mae:6089.21582	validation_1-mae:6435.06494
[166]	validation_0-mae:6085.69287	validation_1-mae:6431.72998
[167]	validation_0-mae:6082.68652	validation_1-mae:6431.84375
[168]	validation_0-mae:6079.56641	validation_1-mae:6431.10498
[169]	validation_0-mae:6075.64014	validation_1-mae:6429.41162
[170]	validation_0-mae:6070.57910	validation_1-mae:6428.68897
[171]	validation_0-mae:6066.26514	validation_1-mae:6427.46191
[172]	validation_0-mae:6062.14014	validation_1-mae:6426.15381
[173]	validation_0-mae:6059.15820	validation_1-mae:6424.85205
[174]	validation_0-mae:6055.48633	validation_1-mae:6423.64258
[175]	validation_0-mae:6054.03662	validation_1-mae:6423.18652
[176]	validation_0-mae:6052.10938	validation_1-mae:6422.07666
[177]	validation_0-mae:6046.99121	validation_1-mae:6419.63428
[178]	validation_0-mae:6042.72900	validation_1-mae:6419.03955
[179]	validation_0-mae:6035.19189	validation_1-mae:6414.08496
[180]	validation_0-mae:6031.75879	validation_1-mae:6412.11475
[181]	validation_0-mae:6027.14648	validation_1-mae:6408.95801
[182]	validation_0-mae:6022.91650	validation_1-mae:6408.56738
[183]	validation_0-mae:6020.57715	validation_1-mae:6406.71045
[184]	validation_0-mae:6013.65039	validation_1-mae:6403.31738
[185]	validation_0-mae:6010.42188	validation_1-mae:6401.01758
[186]	validation_0-mae:6005.54834	validation_1-mae:6397.79590
[187]	validation_0-mae:6001.53516	validation_1-mae:6394.75391
[188]	validation_0-mae:5999.00684	validation_1-mae:6393.54053
[189]	validation_0-mae:5995.74756	validation_1-mae:6392.35498
[190]	validation_0-mae:5994.49609	validation_1-mae:6392.21143
[191]	validation_0-mae:5989.96289	validation_1-mae:6389.89453
[192]	validation_0-mae:5986.81689	validation_1-mae:6388.17676
[193]	validation_0-mae:5983.71777	validation_1-mae:6386.06885
[194]	validation_0-mae:5977.64795	validation_1-mae:6382.13086
[195]	validation_0-mae:5974.74805	validation_1-mae:6380.42871
[196]	validation_0-mae:5972.01416	validation_1-mae:6378.58154
[197]	validation_0-mae:5969.21973	validation_1-mae:6377.58154
[198]	validation_0-mae:5966.47314	validation_1-mae:6377.15674
[199]	validation_0-mae:5962.92920	validation_1-mae:6374.43457
[200]	validation_0-mae:5958.94824	validation_1-mae:6373.68555
[201]	validation_0-mae:5956.74463	validation_1-mae:6372.94727
[202]	validation_0-mae:5954.80566	validation_1-mae:6372.63184
[203]	validation_0-mae:5951.98047	validation_1-mae:6371.89404
[204]	validation_0-mae:5945.12988	validation_1-mae:6367.62402
[205]	validation_0-mae:5942.27441	validation_1-mae:6366.01709
[206]	validation_0-mae:5937.32178	validation_1-mae:6365.21582
[207]	validation_0-mae:5932.96240	validation_1-mae:6363.75000
[208]	validation_0-mae:5930.75879	validation_1-mae:6363.24268
[209]	validation_0-mae:5928.96582	validation_1-mae:6362.19434
[210]	validation_0-mae:5927.66797	validation_1-mae:6361.30859
[211]	validation_0-mae:5924.62939	validation_1-mae:6359.82129
[212]	validation_0-mae:5921.17334	validation_1-mae:6357.96680
[213]	validation_0-mae:5917.65527	validation_1-mae:6357.53418
[214]	validation_0-mae:5914.57129	validation_1-mae:6356.89551
[215]	validation_0-mae:5909.36084	validation_1-mae:6352.57422
[216]	validation_0-mae:5906.89111	validation_1-mae:6352.67188
[217]	validation_0-mae:5904.29639	validation_1-mae:6350.78613
[218]	validation_0-mae:5901.32080	validation_1-mae:6349.39746
[219]	validation_0-mae:5899.97022	validation_1-mae:6349.09277
[220]	validation_0-mae:5896.64648	validation_1-mae:6347.47168
[221]	validation_0-mae:5890.77832	validation_1-mae:6345.85303
[222]	validation_0-mae:5887.73730	validation_1-mae:6344.87451
[223]	validation_0-mae:5884.62402	validation_1-mae:6342.78320
[224]	validation_0-mae:5881.41748	validation_1-mae:6341.26709
[225]	validation_0-mae:5876.68994	validation_1-mae:6336.96094
[226]	validation_0-mae:5873.38477	validation_1-mae:6335.00098
[227]	validation_0-mae:5870.85010	validation_1-mae:6335.39941
[228]	validation_0-mae:5869.57520	validation_1-mae:6334.67090
[229]	validation_0-mae:5867.06152	validation_1-mae:6334.32861
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[1525]	validation_0-mae:4055.92895	validation_1-mae:5983.58643
[1526]	validation_0-mae:4054.75073	validation_1-mae:5983.10107
[1527]	validation_0-mae:4053.94360	validation_1-mae:5982.95361
[1528]	validation_0-mae:4053.18091	validation_1-mae:5983.37549
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[1530]	validation_0-mae:4051.35864	validation_1-mae:5983.44629
[1531]	validation_0-mae:4050.30200	validation_1-mae:5983.29980
[1532]	validation_0-mae:4049.21802	validation_1-mae:5983.20898
[1533]	validation_0-mae:4047.17139	validation_1-mae:5983.57422
[1534]	validation_0-mae:4045.67334	validation_1-mae:5983.93213
[1535]	validation_0-mae:4045.00464	validation_1-mae:5983.25781
[1536]	validation_0-mae:4044.02222	validation_1-mae:5983.09424
[1537]	validation_0-mae:4043.09985	validation_1-mae:5982.88037
[1538]	validation_0-mae:4042.45410	validation_1-mae:5982.93897
[1539]	validation_0-mae:4041.51123	validation_1-mae:5982.72119
[1540]	validation_0-mae:4040.78247	validation_1-mae:5982.26807
[1541]	validation_0-mae:4039.92407	validation_1-mae:5982.14014
[1542]	validation_0-mae:4038.86206	validation_1-mae:5982.11182
[1543]	validation_0-mae:4038.30078	validation_1-mae:5981.96094
[1544]	validation_0-mae:4037.22510	validation_1-mae:5981.94141
[1545]	validation_0-mae:4036.88184	validation_1-mae:5982.25000
[1546]	validation_0-mae:4035.98975	validation_1-mae:5982.37695
[1547]	validation_0-mae:4035.56372	validation_1-mae:5982.28516
[1548]	validation_0-mae:4035.19214	validation_1-mae:5982.35840
[1549]	validation_0-mae:4035.10840	validation_1-mae:5982.40332
[1550]	validation_0-mae:4034.73853	validation_1-mae:5982.41016
[1551]	validation_0-mae:4034.29956	validation_1-mae:5982.51318
[1552]	validation_0-mae:4033.63428	validation_1-mae:5982.53857
[1553]	validation_0-mae:4032.16406	validation_1-mae:5982.17822
[1554]	validation_0-mae:4031.93457	validation_1-mae:5982.20264
[1555]	validation_0-mae:4031.60474	validation_1-mae:5982.45166
[1556]	validation_0-mae:4031.14502	validation_1-mae:5982.08936
[1557]	validation_0-mae:4030.69531	validation_1-mae:5981.82080
[1558]	validation_0-mae:4029.49878	validation_1-mae:5982.03516
[1559]	validation_0-mae:4029.04224	validation_1-mae:5981.97656
[1560]	validation_0-mae:4028.38696	validation_1-mae:5981.87988
[1561]	validation_0-mae:4027.16724	validation_1-mae:5982.09863
[1562]	validation_0-mae:4025.89478	validation_1-mae:5981.39258
[1563]	validation_0-mae:4025.16724	validation_1-mae:5981.42285
[1564]	validation_0-mae:4024.30444	validation_1-mae:5981.27002
[1565]	validation_0-mae:4023.83594	validation_1-mae:5981.47852
[1566]	validation_0-mae:4023.08228	validation_1-mae:5981.30615
[1567]	validation_0-mae:4022.67920	validation_1-mae:5981.59961
[1568]	validation_0-mae:4021.79077	validation_1-mae:5981.64111
[1569]	validation_0-mae:4021.27148	validation_1-mae:5981.71680
[1570]	validation_0-mae:4020.99634	validation_1-mae:5981.71582
[1571]	validation_0-mae:4020.81299	validation_1-mae:5981.80420
[1572]	validation_0-mae:4020.74194	validation_1-mae:5981.86133
[1573]	validation_0-mae:4020.70679	validation_1-mae:5981.88135
[1574]	validation_0-mae:4020.41455	validation_1-mae:5981.78857
[1575]	validation_0-mae:4020.23828	validation_1-mae:5981.90283
[1576]	validation_0-mae:4019.46118	validation_1-mae:5982.37353
[1577]	validation_0-mae:4018.67944	validation_1-mae:5982.72803
[1578]	validation_0-mae:4018.10303	validation_1-mae:5982.49756
[1579]	validation_0-mae:4017.66455	validation_1-mae:5982.65820
[1580]	validation_0-mae:4017.48242	validation_1-mae:5982.70801
[1581]	validation_0-mae:4016.71851	validation_1-mae:5982.48291
[1582]	validation_0-mae:4016.08301	validation_1-mae:5982.69629
[1583]	validation_0-mae:4015.42383	validation_1-mae:5982.82324
[1584]	validation_0-mae:4014.13892	validation_1-mae:5982.57422
[1585]	validation_0-mae:4013.28296	validation_1-mae:5982.67871
[1586]	validation_0-mae:4012.07519	validation_1-mae:5982.72852
[1587]	validation_0-mae:4011.46460	validation_1-mae:5982.82080
[1588]	validation_0-mae:4010.44897	validation_1-mae:5982.67529
[1589]	validation_0-mae:4009.59473	validation_1-mae:5982.28369
[1590]	validation_0-mae:4008.80005	validation_1-mae:5982.08203
[1591]	validation_0-mae:4008.09961	validation_1-mae:5982.11426
[1592]	validation_0-mae:4007.02368	validation_1-mae:5981.92383
[1593]	validation_0-mae:4006.33984	validation_1-mae:5981.45996
[1594]	validation_0-mae:4006.04614	validation_1-mae:5981.38232
[1595]	validation_0-mae:4005.04590	validation_1-mae:5981.48242
[1596]	validation_0-mae:4004.37207	validation_1-mae:5981.79346
[1597]	validation_0-mae:4003.39990	validation_1-mae:5981.87549
[1598]	validation_0-mae:4002.78296	validation_1-mae:5982.23438
[1599]	validation_0-mae:4001.83472	validation_1-mae:5982.93652
[1600]	validation_0-mae:4000.58838	validation_1-mae:5983.07666
[1601]	validation_0-mae:3999.60205	validation_1-mae:5982.83008
[1602]	validation_0-mae:3998.33154	validation_1-mae:5981.70068
[1603]	validation_0-mae:3997.82178	validation_1-mae:5981.37988
[1604]	validation_0-mae:3996.69409	validation_1-mae:5981.22070
[1605]	validation_0-mae:3996.05835	validation_1-mae:5981.40918
[1606]	validation_0-mae:3994.90625	validation_1-mae:5981.58545
[1607]	validation_0-mae:3993.84595	validation_1-mae:5981.82080
[1608]	validation_0-mae:3993.06616	validation_1-mae:5981.89160
[1609]	validation_0-mae:3992.51880	validation_1-mae:5981.83887
[1610]	validation_0-mae:3992.06763	validation_1-mae:5982.26025
[1611]	validation_0-mae:3991.55640	validation_1-mae:5982.18897
[1612]	validation_0-mae:3991.12817	validation_1-mae:5982.28320
[1613]	validation_0-mae:3990.89453	validation_1-mae:5982.57031
[1614]	validation_0-mae:3990.24805	validation_1-mae:5982.68848
[1615]	validation_0-mae:3989.91333	validation_1-mae:5982.63770
[1616]	validation_0-mae:3989.61987	validation_1-mae:5982.65527
[1617]	validation_0-mae:3989.32031	validation_1-mae:5982.66211
[1618]	validation_0-mae:3988.64404	validation_1-mae:5982.88184
[1619]	validation_0-mae:3988.43921	validation_1-mae:5982.89062
[1620]	validation_0-mae:3987.57105	validation_1-mae:5983.25879
[1621]	validation_0-mae:3987.10083	validation_1-mae:5982.91113
[1622]	validation_0-mae:3986.64185	validation_1-mae:5982.98828
[1623]	validation_0-mae:3986.14575	validation_1-mae:5982.84814
[1624]	validation_0-mae:3984.92505	validation_1-mae:5982.55566
[1625]	validation_0-mae:3984.18018	validation_1-mae:5983.04688
[1626]	validation_0-mae:3983.09668	validation_1-mae:5982.94385
[1627]	validation_0-mae:3982.40527	validation_1-mae:5982.98242
[1628]	validation_0-mae:3981.29004	validation_1-mae:5982.83203
[1629]	validation_0-mae:3980.07471	validation_1-mae:5982.52002
[1630]	validation_0-mae:3979.17261	validation_1-mae:5982.23779
[1631]	validation_0-mae:3978.54663	validation_1-mae:5982.29053
[1632]	validation_0-mae:3977.09961	validation_1-mae:5982.25635
[1633]	validation_0-mae:3976.87622	validation_1-mae:5982.37647
[1634]	validation_0-mae:3976.36426	validation_1-mae:5982.68115
[1635]	validation_0-mae:3975.14502	validation_1-mae:5982.64404
[1636]	validation_0-mae:3974.30029	validation_1-mae:5982.91211
[1637]	validation_0-mae:3973.25830	validation_1-mae:5983.34522
[1638]	validation_0-mae:3971.86499	validation_1-mae:5983.14551
[1639]	validation_0-mae:3970.75244	validation_1-mae:5983.30420
[1640]	validation_0-mae:3969.80981	validation_1-mae:5983.17090
[1641]	validation_0-mae:3968.83667	validation_1-mae:5983.24609
[1642]	validation_0-mae:3968.20874	validation_1-mae:5983.07129
[1643]	validation_0-mae:3967.71411	validation_1-mae:5982.99023
[1644]	validation_0-mae:3966.93994	validation_1-mae:5983.17236
[1645]	validation_0-mae:3966.14478	validation_1-mae:5983.56885
[1646]	validation_0-mae:3965.36060	validation_1-mae:5983.91992
[1647]	validation_0-mae:3964.94043	validation_1-mae:5983.88672
[1648]	validation_0-mae:3963.86865	validation_1-mae:5983.65527
[1649]	validation_0-mae:3962.89697	validation_1-mae:5983.62061
[1650]	validation_0-mae:3961.94605	validation_1-mae:5983.43408
[1651]	validation_0-mae:3961.17578	validation_1-mae:5983.35889
[1652]	validation_0-mae:3960.75024	validation_1-mae:5983.62207
[1653]	validation_0-mae:3960.25342	validation_1-mae:5983.69189
[1654]	validation_0-mae:3959.62061	validation_1-mae:5983.65918
[1655]	validation_0-mae:3959.34521	validation_1-mae:5983.77295
[1656]	validation_0-mae:3958.74463	validation_1-mae:5983.93506
[1657]	validation_0-mae:3957.81323	validation_1-mae:5983.38135
[1658]	validation_0-mae:3957.25220	validation_1-mae:5983.51953
[1659]	validation_0-mae:3956.35400	validation_1-mae:5983.39014
[1660]	validation_0-mae:3955.53198	validation_1-mae:5983.16406
[1661]	validation_0-mae:3954.46020	validation_1-mae:5983.50684
[1662]	validation_0-mae:3953.85474	validation_1-mae:5983.51123
[1663]	validation_0-mae:3953.16943	validation_1-mae:5983.37549
[1664]	validation_0-mae:3952.40625	validation_1-mae:5983.44434
[1665]	validation_0-mae:3951.78491	validation_1-mae:5983.79004
[1666]	validation_0-mae:3950.66577	validation_1-mae:5984.42725
[1667]	validation_0-mae:3949.54126	validation_1-mae:5985.10596
[1668]	validation_0-mae:3948.68408	validation_1-mae:5985.17822
[1669]	validation_0-mae:3948.22412	validation_1-mae:5985.47900
[1670]	validation_0-mae:3947.47876	validation_1-mae:5985.50244
[1671]	validation_0-mae:3946.84106	validation_1-mae:5986.06299
[1672]	validation_0-mae:3946.56396	validation_1-mae:5986.07275
[1673]	validation_0-mae:3946.32422	validation_1-mae:5985.82715
[1674]	validation_0-mae:3945.32031	validation_1-mae:5985.77393
[1675]	validation_0-mae:3944.61011	validation_1-mae:5985.41650
[1676]	validation_0-mae:3943.46411	validation_1-mae:5985.24463
[1677]	validation_0-mae:3942.33594	validation_1-mae:5984.79785
[1678]	validation_0-mae:3940.59351	validation_1-mae:5984.15674
[1679]	validation_0-mae:3939.82568	validation_1-mae:5984.31836
[1680]	validation_0-mae:3938.98804	validation_1-mae:5984.51074
[1681]	validation_0-mae:3937.94336	validation_1-mae:5984.74072
[1682]	validation_0-mae:3937.00171	validation_1-mae:5984.02588
[1683]	validation_0-mae:3936.38525	validation_1-mae:5983.90576
[1684]	validation_0-mae:3934.99927	validation_1-mae:5984.55225
[1685]	validation_0-mae:3934.30811	validation_1-mae:5984.47266
[1686]	validation_0-mae:3933.07617	validation_1-mae:5984.77344
[1687]	validation_0-mae:3932.53076	validation_1-mae:5984.84570
[1688]	validation_0-mae:3931.87183	validation_1-mae:5984.64746
[1689]	validation_0-mae:3930.83472	validation_1-mae:5985.10889
[1690]	validation_0-mae:3930.55884	validation_1-mae:5985.17920
[1691]	validation_0-mae:3930.12891	validation_1-mae:5985.30566
[1692]	validation_0-mae:3929.20239	validation_1-mae:5985.64795
[1693]	validation_0-mae:3928.90967	validation_1-mae:5985.96240
[1694]	validation_0-mae:3928.17895	validation_1-mae:5985.71582
[1695]	validation_0-mae:3927.82666	validation_1-mae:5985.80518
[1696]	validation_0-mae:3927.58594	validation_1-mae:5985.86719
[1697]	validation_0-mae:3926.77759	validation_1-mae:5986.05225
[1698]	validation_0-mae:3925.89087	validation_1-mae:5985.77051
[1699]	validation_0-mae:3925.61645	validation_1-mae:5985.68115
Dropping: zarejestr
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.14258
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.33984
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.68164
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.25391
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.84473
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.41309
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.23438
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.29590
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.15967
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.24023
[22]	validation_0-mae:7846.75635	validation_1-mae:7746.34766
[23]	validation_0-mae:7760.49268	validation_1-mae:7677.21875
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.87207
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.55176
[26]	validation_0-mae:7548.76855	validation_1-mae:7488.76709
[27]	validation_0-mae:7488.48926	validation_1-mae:7434.73730
[28]	validation_0-mae:7439.25342	validation_1-mae:7393.64648
[29]	validation_0-mae:7397.08154	validation_1-mae:7359.47461
[30]	validation_0-mae:7361.37939	validation_1-mae:7329.00977
[31]	validation_0-mae:7320.82324	validation_1-mae:7292.46973
[32]	validation_0-mae:7292.41406	validation_1-mae:7275.00244
[33]	validation_0-mae:7264.21240	validation_1-mae:7254.37305
[34]	validation_0-mae:7233.89893	validation_1-mae:7234.41455
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.77051
[36]	validation_0-mae:7185.20361	validation_1-mae:7196.35596
[37]	validation_0-mae:7167.49853	validation_1-mae:7186.34033
[38]	validation_0-mae:7142.06152	validation_1-mae:7164.84180
[39]	validation_0-mae:7120.69287	validation_1-mae:7147.65527
[40]	validation_0-mae:7102.86865	validation_1-mae:7137.28711
[41]	validation_0-mae:7086.70312	validation_1-mae:7124.89307
[42]	validation_0-mae:7069.58447	validation_1-mae:7114.15039
[43]	validation_0-mae:7049.53027	validation_1-mae:7100.34131
[44]	validation_0-mae:7037.05225	validation_1-mae:7089.55469
[45]	validation_0-mae:7011.79150	validation_1-mae:7069.11182
[46]	validation_0-mae:6988.35352	validation_1-mae:7049.31250
[47]	validation_0-mae:6972.47510	validation_1-mae:7041.24463
[48]	validation_0-mae:6947.78906	validation_1-mae:7022.77686
[49]	validation_0-mae:6933.60693	validation_1-mae:7012.72607
[50]	validation_0-mae:6915.68603	validation_1-mae:6999.79736
[51]	validation_0-mae:6900.50488	validation_1-mae:6987.52734
[52]	validation_0-mae:6889.22070	validation_1-mae:6981.74170
[53]	validation_0-mae:6875.30420	validation_1-mae:6972.20410
[54]	validation_0-mae:6865.28320	validation_1-mae:6968.02734
[55]	validation_0-mae:6847.62988	validation_1-mae:6952.48975
[56]	validation_0-mae:6830.93018	validation_1-mae:6938.14941
[57]	validation_0-mae:6822.20117	validation_1-mae:6934.01611
[58]	validation_0-mae:6810.75049	validation_1-mae:6923.52295
[59]	validation_0-mae:6795.52734	validation_1-mae:6910.18262
[60]	validation_0-mae:6783.21728	validation_1-mae:6899.30029
[61]	validation_0-mae:6769.95557	validation_1-mae:6891.08887
[62]	validation_0-mae:6758.54395	validation_1-mae:6883.81397
[63]	validation_0-mae:6750.20264	validation_1-mae:6876.32568
[64]	validation_0-mae:6736.40332	validation_1-mae:6868.77148
[65]	validation_0-mae:6726.75684	validation_1-mae:6860.45508
[66]	validation_0-mae:6716.69873	validation_1-mae:6853.41602
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[1610]	validation_0-mae:4000.69800	validation_1-mae:5991.45215
[1611]	validation_0-mae:3999.79126	validation_1-mae:5991.75879
[1612]	validation_0-mae:3998.80981	validation_1-mae:5992.56885
[1613]	validation_0-mae:3997.80933	validation_1-mae:5992.75879
[1614]	validation_0-mae:3997.44263	validation_1-mae:5992.79004
[1615]	validation_0-mae:3997.00684	validation_1-mae:5992.81641
[1616]	validation_0-mae:3996.23242	validation_1-mae:5992.68408
[1617]	validation_0-mae:3995.49634	validation_1-mae:5992.72119
[1618]	validation_0-mae:3994.33154	validation_1-mae:5992.96045
[1619]	validation_0-mae:3993.05469	validation_1-mae:5993.06055
[1620]	validation_0-mae:3992.26758	validation_1-mae:5993.32031
[1621]	validation_0-mae:3991.63647	validation_1-mae:5993.34277
[1622]	validation_0-mae:3991.25732	validation_1-mae:5993.26660
[1623]	validation_0-mae:3990.90137	validation_1-mae:5993.11475
[1624]	validation_0-mae:3990.43066	validation_1-mae:5993.35986
[1625]	validation_0-mae:3989.73853	validation_1-mae:5993.48145
[1626]	validation_0-mae:3989.06689	validation_1-mae:5993.34522
[1627]	validation_0-mae:3987.86060	validation_1-mae:5993.66064
[1628]	validation_0-mae:3987.10644	validation_1-mae:5993.57471
[1629]	validation_0-mae:3986.17383	validation_1-mae:5993.29297
[1630]	validation_0-mae:3985.29321	validation_1-mae:5993.19043
[1631]	validation_0-mae:3983.54932	validation_1-mae:5992.78418
[1632]	validation_0-mae:3982.63159	validation_1-mae:5992.92676
[1633]	validation_0-mae:3981.76538	validation_1-mae:5993.08447
[1634]	validation_0-mae:3981.24170	validation_1-mae:5993.50244
[1635]	validation_0-mae:3980.74902	validation_1-mae:5993.50830
[1636]	validation_0-mae:3979.71362	validation_1-mae:5993.31006
[1637]	validation_0-mae:3978.79004	validation_1-mae:5993.63330
[1638]	validation_0-mae:3977.44922	validation_1-mae:5993.12549
[1639]	validation_0-mae:3976.36279	validation_1-mae:5992.86084
[1640]	validation_0-mae:3975.02417	validation_1-mae:5992.71191
[1641]	validation_0-mae:3973.28613	validation_1-mae:5992.00293
[1642]	validation_0-mae:3972.60181	validation_1-mae:5991.98486
[1643]	validation_0-mae:3971.14868	validation_1-mae:5991.92090
[1644]	validation_0-mae:3969.83887	validation_1-mae:5991.99951
[1645]	validation_0-mae:3968.65649	validation_1-mae:5992.29248
[1646]	validation_0-mae:3967.60230	validation_1-mae:5992.55273
[1647]	validation_0-mae:3965.75146	validation_1-mae:5992.54688
[1648]	validation_0-mae:3964.54517	validation_1-mae:5993.08154
[1649]	validation_0-mae:3963.82935	validation_1-mae:5993.03125
[1650]	validation_0-mae:3962.84912	validation_1-mae:5992.83545
[1651]	validation_0-mae:3961.68384	validation_1-mae:5993.49805
[1652]	validation_0-mae:3960.94214	validation_1-mae:5993.33984
[1653]	validation_0-mae:3960.02905	validation_1-mae:5993.98047
[1654]	validation_0-mae:3959.14404	validation_1-mae:5993.70117
[1655]	validation_0-mae:3958.54102	validation_1-mae:5993.78418
[1656]	validation_0-mae:3958.00464	validation_1-mae:5993.78272
[1657]	validation_0-mae:3957.31030	validation_1-mae:5993.89648
[1658]	validation_0-mae:3956.21753	validation_1-mae:5993.47949
[1659]	validation_0-mae:3956.13599	validation_1-mae:5993.46826
[1660]	validation_0-mae:3955.68286	validation_1-mae:5993.76172
[1661]	validation_0-mae:3954.85230	validation_1-mae:5993.95605
[1662]	validation_0-mae:3954.54443	validation_1-mae:5994.07031
[1663]	validation_0-mae:3954.05151	validation_1-mae:5994.10498
[1664]	validation_0-mae:3952.96509	validation_1-mae:5994.36133
[1665]	validation_0-mae:3952.25220	validation_1-mae:5994.20654
[1666]	validation_0-mae:3951.11987	validation_1-mae:5994.31201
[1667]	validation_0-mae:3950.33301	validation_1-mae:5994.44141
[1668]	validation_0-mae:3949.44312	validation_1-mae:5994.70898
[1669]	validation_0-mae:3948.74731	validation_1-mae:5995.04492
[1670]	validation_0-mae:3948.22412	validation_1-mae:5994.90088
[1671]	validation_0-mae:3947.55298	validation_1-mae:5994.72607
[1672]	validation_0-mae:3947.32544	validation_1-mae:5994.84180
[1673]	validation_0-mae:3946.50537	validation_1-mae:5994.55713
[1674]	validation_0-mae:3945.49634	validation_1-mae:5994.31494
[1675]	validation_0-mae:3944.31104	validation_1-mae:5994.11719
[1676]	validation_0-mae:3943.50903	validation_1-mae:5993.96533
[1677]	validation_0-mae:3942.54712	validation_1-mae:5993.98730
[1678]	validation_0-mae:3941.99878	validation_1-mae:5993.87939
[1679]	validation_0-mae:3941.22070	validation_1-mae:5993.51904
[1680]	validation_0-mae:3940.41968	validation_1-mae:5993.36572
[1681]	validation_0-mae:3939.76001	validation_1-mae:5993.31006
[1682]	validation_0-mae:3939.13867	validation_1-mae:5993.42969
[1683]	validation_0-mae:3937.89819	validation_1-mae:5992.97705
[1684]	validation_0-mae:3936.23218	validation_1-mae:5992.96094
[1685]	validation_0-mae:3935.53613	validation_1-mae:5993.04053
[1686]	validation_0-mae:3934.57764	validation_1-mae:5993.11182
[1687]	validation_0-mae:3934.15967	validation_1-mae:5993.04736
[1688]	validation_0-mae:3932.72290	validation_1-mae:5992.99316
[1689]	validation_0-mae:3931.70019	validation_1-mae:5992.82178
[1690]	validation_0-mae:3930.81250	validation_1-mae:5992.76758
[1691]	validation_0-mae:3930.20947	validation_1-mae:5992.21777
[1692]	validation_0-mae:3929.45215	validation_1-mae:5992.54248
[1693]	validation_0-mae:3928.42627	validation_1-mae:5992.48047
[1694]	validation_0-mae:3927.65161	validation_1-mae:5992.27246
[1695]	validation_0-mae:3927.36865	validation_1-mae:5992.02832
[1696]	validation_0-mae:3926.82593	validation_1-mae:5992.23877
[1697]	validation_0-mae:3926.58569	validation_1-mae:5992.24805
[1698]	validation_0-mae:3925.94629	validation_1-mae:5992.44873
[1699]	validation_0-mae:3925.51904	validation_1-mae:5992.54541
Dropping: ład
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.14258
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.33984
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.68164
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.25391
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.84473
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.41309
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.23438
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.29590
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.15967
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.24023
[22]	validation_0-mae:7846.75684	validation_1-mae:7745.81348
[23]	validation_0-mae:7760.49268	validation_1-mae:7676.68457
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.33838
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.01758
[26]	validation_0-mae:7548.76855	validation_1-mae:7488.23291
[27]	validation_0-mae:7488.48926	validation_1-mae:7434.20312
[28]	validation_0-mae:7439.25342	validation_1-mae:7393.11328
[29]	validation_0-mae:7397.08154	validation_1-mae:7358.94043
[30]	validation_0-mae:7361.37988	validation_1-mae:7328.47559
[31]	validation_0-mae:7320.82324	validation_1-mae:7291.93555
[32]	validation_0-mae:7292.41406	validation_1-mae:7274.46826
[33]	validation_0-mae:7264.21240	validation_1-mae:7253.83887
[34]	validation_0-mae:7233.89893	validation_1-mae:7233.88037
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.23633
[36]	validation_0-mae:7185.20361	validation_1-mae:7195.82227
[37]	validation_0-mae:7167.49853	validation_1-mae:7185.80615
[38]	validation_0-mae:7142.06152	validation_1-mae:7164.30811
[39]	validation_0-mae:7120.69287	validation_1-mae:7147.12109
[40]	validation_0-mae:7102.86865	validation_1-mae:7136.75342
[41]	validation_0-mae:7086.70312	validation_1-mae:7124.35889
[42]	validation_0-mae:7069.58447	validation_1-mae:7113.61670
[43]	validation_0-mae:7049.53027	validation_1-mae:7099.80713
[44]	validation_0-mae:7037.05225	validation_1-mae:7089.02051
[45]	validation_0-mae:7011.79150	validation_1-mae:7068.57764
[46]	validation_0-mae:6988.35352	validation_1-mae:7048.77832
[47]	validation_0-mae:6972.47510	validation_1-mae:7040.71094
[48]	validation_0-mae:6947.78906	validation_1-mae:7022.24268
[49]	validation_0-mae:6933.60693	validation_1-mae:7012.19238
[50]	validation_0-mae:6915.68603	validation_1-mae:6999.26318
[51]	validation_0-mae:6900.50488	validation_1-mae:6986.99365
[52]	validation_0-mae:6889.22070	validation_1-mae:6981.20801
[53]	validation_0-mae:6875.30420	validation_1-mae:6971.66992
[54]	validation_0-mae:6865.28320	validation_1-mae:6967.49316
[55]	validation_0-mae:6847.62988	validation_1-mae:6951.95557
[56]	validation_0-mae:6830.93018	validation_1-mae:6937.61523
[57]	validation_0-mae:6822.20117	validation_1-mae:6933.48193
[58]	validation_0-mae:6810.75049	validation_1-mae:6922.98877
[59]	validation_0-mae:6795.52734	validation_1-mae:6909.64844
[60]	validation_0-mae:6783.21728	validation_1-mae:6898.76611
[61]	validation_0-mae:6769.95557	validation_1-mae:6890.55469
[62]	validation_0-mae:6758.54395	validation_1-mae:6883.27978
[63]	validation_0-mae:6750.20264	validation_1-mae:6875.79150
[64]	validation_0-mae:6736.40332	validation_1-mae:6868.23730
[65]	validation_0-mae:6726.75684	validation_1-mae:6859.92090
[66]	validation_0-mae:6716.69873	validation_1-mae:6852.88184
[67]	validation_0-mae:6706.26172	validation_1-mae:6845.27441
[68]	validation_0-mae:6697.82910	validation_1-mae:6838.87549
[69]	validation_0-mae:6684.57080	validation_1-mae:6827.15967
[70]	validation_0-mae:6671.88672	validation_1-mae:6816.31592
[71]	validation_0-mae:6658.12061	validation_1-mae:6805.31494
[72]	validation_0-mae:6648.89502	validation_1-mae:6798.24170
[73]	validation_0-mae:6635.06055	validation_1-mae:6790.29004
[74]	validation_0-mae:6627.94238	validation_1-mae:6784.55225
[75]	validation_0-mae:6617.52686	validation_1-mae:6776.27832
[76]	validation_0-mae:6613.18555	validation_1-mae:6774.18408
[77]	validation_0-mae:6602.50195	validation_1-mae:6765.07568
[78]	validation_0-mae:6594.98486	validation_1-mae:6760.42578
[79]	validation_0-mae:6583.89307	validation_1-mae:6753.62402
[80]	validation_0-mae:6577.75684	validation_1-mae:6749.64551
[81]	validation_0-mae:6569.56641	validation_1-mae:6743.26514
[82]	validation_0-mae:6557.18897	validation_1-mae:6736.21387
[83]	validation_0-mae:6550.24561	validation_1-mae:6732.65625
[84]	validation_0-mae:6538.82568	validation_1-mae:6721.26904
[85]	validation_0-mae:6532.27978	validation_1-mae:6716.68115
[86]	validation_0-mae:6520.39795	validation_1-mae:6707.52637
[87]	validation_0-mae:6513.77637	validation_1-mae:6703.29492
[88]	validation_0-mae:6506.35889	validation_1-mae:6696.80371
[89]	validation_0-mae:6498.72168	validation_1-mae:6691.79736
[90]	validation_0-mae:6491.41113	validation_1-mae:6685.33301
[91]	validation_0-mae:6482.51221	validation_1-mae:6680.74170
[92]	validation_0-mae:6475.45801	validation_1-mae:6677.22266
[93]	validation_0-mae:6464.81152	validation_1-mae:6670.63330
[94]	validation_0-mae:6459.96728	validation_1-mae:6667.03760
[95]	validation_0-mae:6453.40283	validation_1-mae:6662.95264
[96]	validation_0-mae:6445.00928	validation_1-mae:6658.79883
[97]	validation_0-mae:6438.09814	validation_1-mae:6655.78857
[98]	validation_0-mae:6431.56982	validation_1-mae:6650.52734
[99]	validation_0-mae:6426.22266	validation_1-mae:6647.13721
[100]	validation_0-mae:6419.54199	validation_1-mae:6644.30176
[101]	validation_0-mae:6412.39453	validation_1-mae:6638.58789
[102]	validation_0-mae:6403.57178	validation_1-mae:6631.49072
[103]	validation_0-mae:6399.49170	validation_1-mae:6628.45947
[104]	validation_0-mae:6389.56348	validation_1-mae:6619.64990
[105]	validation_0-mae:6385.38184	validation_1-mae:6617.28418
[106]	validation_0-mae:6376.95996	validation_1-mae:6612.66992
[107]	validation_0-mae:6374.34522	validation_1-mae:6611.19873
[108]	validation_0-mae:6368.43311	validation_1-mae:6608.41797
[109]	validation_0-mae:6362.16846	validation_1-mae:6603.44287
[110]	validation_0-mae:6355.07666	validation_1-mae:6597.66797
[111]	validation_0-mae:6351.62647	validation_1-mae:6596.07959
[112]	validation_0-mae:6344.87353	validation_1-mae:6591.48730
[113]	validation_0-mae:6339.41553	validation_1-mae:6589.56397
[114]	validation_0-mae:6335.12744	validation_1-mae:6587.29932
[115]	validation_0-mae:6330.90576	validation_1-mae:6585.28272
[116]	validation_0-mae:6327.79590	validation_1-mae:6583.91748
[117]	validation_0-mae:6325.66992	validation_1-mae:6582.93652
[118]	validation_0-mae:6319.41992	validation_1-mae:6578.32715
[119]	validation_0-mae:6314.18750	validation_1-mae:6575.29248
[120]	validation_0-mae:6309.49658	validation_1-mae:6573.95898
[121]	validation_0-mae:6305.75391	validation_1-mae:6572.40430
[122]	validation_0-mae:6301.96191	validation_1-mae:6570.57861
[123]	validation_0-mae:6292.75000	validation_1-mae:6566.09473
[124]	validation_0-mae:6285.16943	validation_1-mae:6561.35986
[125]	validation_0-mae:6278.71191	validation_1-mae:6558.48242
[126]	validation_0-mae:6270.32422	validation_1-mae:6550.62109
[127]	validation_0-mae:6265.47949	validation_1-mae:6547.79395
[128]	validation_0-mae:6256.71191	validation_1-mae:6540.49170
[129]	validation_0-mae:6252.33545	validation_1-mae:6536.39502
[130]	validation_0-mae:6248.34424	validation_1-mae:6534.34766
[131]	validation_0-mae:6243.37305	validation_1-mae:6531.96045
[132]	validation_0-mae:6240.92773	validation_1-mae:6530.11865
[133]	validation_0-mae:6234.71094	validation_1-mae:6526.12061
[134]	validation_0-mae:6228.68066	validation_1-mae:6521.74756
[135]	validation_0-mae:6224.51318	validation_1-mae:6518.82373
[136]	validation_0-mae:6221.35547	validation_1-mae:6519.24316
[137]	validation_0-mae:6217.31201	validation_1-mae:6515.46631
[138]	validation_0-mae:6212.22412	validation_1-mae:6511.48926
[139]	validation_0-mae:6208.10596	validation_1-mae:6509.36816
[140]	validation_0-mae:6198.81250	validation_1-mae:6502.87549
[141]	validation_0-mae:6193.44336	validation_1-mae:6500.46436
[142]	validation_0-mae:6187.74658	validation_1-mae:6495.81299
[143]	validation_0-mae:6184.03809	validation_1-mae:6494.08838
[144]	validation_0-mae:6181.25049	validation_1-mae:6492.34766
[145]	validation_0-mae:6176.29297	validation_1-mae:6490.91504
[146]	validation_0-mae:6172.35742	validation_1-mae:6489.31397
[147]	validation_0-mae:6168.26367	validation_1-mae:6488.04053
[148]	validation_0-mae:6164.12109	validation_1-mae:6485.69629
[149]	validation_0-mae:6159.82275	validation_1-mae:6483.91260
[150]	validation_0-mae:6153.86377	validation_1-mae:6480.32227
[151]	validation_0-mae:6147.09570	validation_1-mae:6474.55762
[152]	validation_0-mae:6144.03662	validation_1-mae:6472.62451
[153]	validation_0-mae:6141.65381	validation_1-mae:6470.75537
[154]	validation_0-mae:6134.99658	validation_1-mae:6465.44336
[155]	validation_0-mae:6132.38037	validation_1-mae:6464.24268
[156]	validation_0-mae:6127.66748	validation_1-mae:6461.56738
[157]	validation_0-mae:6123.55811	validation_1-mae:6460.20557
[158]	validation_0-mae:6118.82031	validation_1-mae:6458.08545
[159]	validation_0-mae:6115.22119	validation_1-mae:6456.74268
[160]	validation_0-mae:6113.49463	validation_1-mae:6455.76123
[161]	validation_0-mae:6111.43603	validation_1-mae:6453.89893
[162]	validation_0-mae:6106.74072	validation_1-mae:6452.38330
[163]	validation_0-mae:6098.27197	validation_1-mae:6445.34912
[164]	validation_0-mae:6093.27441	validation_1-mae:6442.56201
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[1452]	validation_0-mae:4126.41504	validation_1-mae:5982.05225
[1453]	validation_0-mae:4125.14648	validation_1-mae:5981.69189
[1454]	validation_0-mae:4123.89746	validation_1-mae:5981.90381
[1455]	validation_0-mae:4122.94922	validation_1-mae:5981.97266
[1456]	validation_0-mae:4121.66016	validation_1-mae:5982.05371
[1457]	validation_0-mae:4120.93652	validation_1-mae:5982.09375
[1458]	validation_0-mae:4119.45410	validation_1-mae:5982.46728
[1459]	validation_0-mae:4118.16113	validation_1-mae:5982.47607
[1460]	validation_0-mae:4116.92676	validation_1-mae:5981.96094
[1461]	validation_0-mae:4115.58496	validation_1-mae:5981.53320
[1462]	validation_0-mae:4114.39062	validation_1-mae:5981.44824
[1463]	validation_0-mae:4113.31689	validation_1-mae:5981.15478
[1464]	validation_0-mae:4112.45508	validation_1-mae:5981.47656
[1465]	validation_0-mae:4111.48389	validation_1-mae:5981.08105
[1466]	validation_0-mae:4110.01074	validation_1-mae:5979.76660
[1467]	validation_0-mae:4109.69873	validation_1-mae:5979.46240
[1468]	validation_0-mae:4109.02783	validation_1-mae:5980.20068
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[1471]	validation_0-mae:4106.66650	validation_1-mae:5979.61768
[1472]	validation_0-mae:4106.03076	validation_1-mae:5979.51025
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[1474]	validation_0-mae:4104.83838	validation_1-mae:5979.38770
[1475]	validation_0-mae:4104.39746	validation_1-mae:5979.42188
[1476]	validation_0-mae:4104.05273	validation_1-mae:5979.66943
[1477]	validation_0-mae:4103.02734	validation_1-mae:5979.62842
[1478]	validation_0-mae:4101.92432	validation_1-mae:5979.52100
[1479]	validation_0-mae:4100.84766	validation_1-mae:5979.23584
[1480]	validation_0-mae:4099.98096	validation_1-mae:5978.80371
[1481]	validation_0-mae:4099.75293	validation_1-mae:5978.78760
[1482]	validation_0-mae:4099.07520	validation_1-mae:5979.05029
[1483]	validation_0-mae:4098.54932	validation_1-mae:5978.70898
[1484]	validation_0-mae:4097.64551	validation_1-mae:5978.83203
[1485]	validation_0-mae:4096.63379	validation_1-mae:5978.68750
[1486]	validation_0-mae:4096.07129	validation_1-mae:5978.38574
[1487]	validation_0-mae:4095.35034	validation_1-mae:5978.61719
[1488]	validation_0-mae:4094.84839	validation_1-mae:5978.65674
[1489]	validation_0-mae:4094.46924	validation_1-mae:5978.71191
[1490]	validation_0-mae:4092.91284	validation_1-mae:5978.56836
[1491]	validation_0-mae:4092.03394	validation_1-mae:5978.45605
[1492]	validation_0-mae:4091.33569	validation_1-mae:5978.34131
[1493]	validation_0-mae:4091.13403	validation_1-mae:5978.38037
[1494]	validation_0-mae:4090.33594	validation_1-mae:5978.79053
[1495]	validation_0-mae:4088.68262	validation_1-mae:5978.13184
[1496]	validation_0-mae:4087.34912	validation_1-mae:5977.97998
[1497]	validation_0-mae:4086.35767	validation_1-mae:5978.27881
[1498]	validation_0-mae:4085.24561	validation_1-mae:5978.14502
[1499]	validation_0-mae:4084.24048	validation_1-mae:5977.88428
[1500]	validation_0-mae:4083.85596	validation_1-mae:5978.31494
[1501]	validation_0-mae:4083.53711	validation_1-mae:5978.16309
[1502]	validation_0-mae:4083.01099	validation_1-mae:5978.11035
[1503]	validation_0-mae:4082.37769	validation_1-mae:5978.19336
[1504]	validation_0-mae:4081.51514	validation_1-mae:5977.80273
[1505]	validation_0-mae:4080.66602	validation_1-mae:5978.10449
[1506]	validation_0-mae:4079.79541	validation_1-mae:5978.21338
[1507]	validation_0-mae:4079.37549	validation_1-mae:5978.34424
[1508]	validation_0-mae:4078.70215	validation_1-mae:5978.38574
[1509]	validation_0-mae:4078.42773	validation_1-mae:5978.31641
[1510]	validation_0-mae:4078.22363	validation_1-mae:5978.13184
[1511]	validation_0-mae:4077.70459	validation_1-mae:5978.18408
[1512]	validation_0-mae:4077.34180	validation_1-mae:5978.17871
[1513]	validation_0-mae:4076.74707	validation_1-mae:5978.00244
[1514]	validation_0-mae:4075.77393	validation_1-mae:5977.76855
[1515]	validation_0-mae:4075.37354	validation_1-mae:5977.86670
[1516]	validation_0-mae:4074.60474	validation_1-mae:5977.54492
[1517]	validation_0-mae:4073.30200	validation_1-mae:5977.98389
[1518]	validation_0-mae:4072.42700	validation_1-mae:5977.93994
[1519]	validation_0-mae:4071.72314	validation_1-mae:5977.83203
[1520]	validation_0-mae:4070.99561	validation_1-mae:5977.60596
[1521]	validation_0-mae:4070.11768	validation_1-mae:5977.46191
[1522]	validation_0-mae:4068.93848	validation_1-mae:5976.42578
[1523]	validation_0-mae:4068.05542	validation_1-mae:5976.34082
[1524]	validation_0-mae:4067.58569	validation_1-mae:5976.43066
[1525]	validation_0-mae:4066.83520	validation_1-mae:5976.60205
[1526]	validation_0-mae:4066.06177	validation_1-mae:5976.95312
[1527]	validation_0-mae:4065.40527	validation_1-mae:5977.20703
[1528]	validation_0-mae:4065.06787	validation_1-mae:5977.50342
[1529]	validation_0-mae:4063.97241	validation_1-mae:5977.41699
[1530]	validation_0-mae:4063.16089	validation_1-mae:5977.29932
[1531]	validation_0-mae:4062.07373	validation_1-mae:5977.34228
[1532]	validation_0-mae:4060.67334	validation_1-mae:5977.53320
[1533]	validation_0-mae:4059.70386	validation_1-mae:5977.82764
[1534]	validation_0-mae:4058.43628	validation_1-mae:5978.20947
[1535]	validation_0-mae:4058.06128	validation_1-mae:5978.20068
[1536]	validation_0-mae:4057.81421	validation_1-mae:5978.35693
[1537]	validation_0-mae:4057.57495	validation_1-mae:5978.26660
[1538]	validation_0-mae:4057.00439	validation_1-mae:5978.99902
[1539]	validation_0-mae:4056.18774	validation_1-mae:5979.39990
[1540]	validation_0-mae:4055.75781	validation_1-mae:5979.19287
[1541]	validation_0-mae:4055.16797	validation_1-mae:5979.01123
[1542]	validation_0-mae:4054.81714	validation_1-mae:5978.85791
[1543]	validation_0-mae:4053.83203	validation_1-mae:5979.27539
[1544]	validation_0-mae:4053.37109	validation_1-mae:5979.36816
[1545]	validation_0-mae:4053.34521	validation_1-mae:5979.40430
[1546]	validation_0-mae:4053.24341	validation_1-mae:5979.38232
[1547]	validation_0-mae:4052.40161	validation_1-mae:5979.25098
[1548]	validation_0-mae:4051.84644	validation_1-mae:5979.71777
[1549]	validation_0-mae:4050.92188	validation_1-mae:5979.49268
[1550]	validation_0-mae:4050.06152	validation_1-mae:5979.08691
[1551]	validation_0-mae:4049.21558	validation_1-mae:5979.37158
[1552]	validation_0-mae:4048.46020	validation_1-mae:5978.86963
[1553]	validation_0-mae:4047.99121	validation_1-mae:5978.87402
[1554]	validation_0-mae:4047.11035	validation_1-mae:5978.97900
[1555]	validation_0-mae:4046.69482	validation_1-mae:5979.04639
[1556]	validation_0-mae:4045.72241	validation_1-mae:5978.78027
[1557]	validation_0-mae:4044.81250	validation_1-mae:5978.60645
[1558]	validation_0-mae:4044.38037	validation_1-mae:5978.79590
[1559]	validation_0-mae:4043.56226	validation_1-mae:5978.27490
[1560]	validation_0-mae:4043.03125	validation_1-mae:5978.49756
[1561]	validation_0-mae:4042.70874	validation_1-mae:5978.62549
[1562]	validation_0-mae:4041.43652	validation_1-mae:5977.99316
[1563]	validation_0-mae:4040.89770	validation_1-mae:5978.06689
[1564]	validation_0-mae:4040.54468	validation_1-mae:5978.06787
[1565]	validation_0-mae:4040.09375	validation_1-mae:5977.93750
[1566]	validation_0-mae:4039.05542	validation_1-mae:5977.43750
[1567]	validation_0-mae:4038.00635	validation_1-mae:5977.34717
[1568]	validation_0-mae:4036.18408	validation_1-mae:5978.12353
[1569]	validation_0-mae:4034.78271	validation_1-mae:5977.50781
[1570]	validation_0-mae:4033.36597	validation_1-mae:5977.81348
[1571]	validation_0-mae:4032.98096	validation_1-mae:5977.77490
[1572]	validation_0-mae:4032.03101	validation_1-mae:5977.78027
[1573]	validation_0-mae:4030.89380	validation_1-mae:5977.73926
[1574]	validation_0-mae:4029.91748	validation_1-mae:5977.56836
[1575]	validation_0-mae:4028.93750	validation_1-mae:5977.13477
[1576]	validation_0-mae:4027.18701	validation_1-mae:5977.31445
[1577]	validation_0-mae:4026.03394	validation_1-mae:5978.15869
[1578]	validation_0-mae:4025.00903	validation_1-mae:5977.89404
[1579]	validation_0-mae:4023.26172	validation_1-mae:5978.02344
[1580]	validation_0-mae:4021.76929	validation_1-mae:5978.41943
[1581]	validation_0-mae:4020.83228	validation_1-mae:5978.17676
[1582]	validation_0-mae:4020.18848	validation_1-mae:5978.43164
[1583]	validation_0-mae:4019.24854	validation_1-mae:5978.74023
[1584]	validation_0-mae:4018.36231	validation_1-mae:5978.70020
[1585]	validation_0-mae:4017.68384	validation_1-mae:5978.68848
[1586]	validation_0-mae:4016.74927	validation_1-mae:5978.94238
[1587]	validation_0-mae:4015.68823	validation_1-mae:5978.82373
[1588]	validation_0-mae:4014.91846	validation_1-mae:5978.89746
[1589]	validation_0-mae:4014.52734	validation_1-mae:5978.50732
[1590]	validation_0-mae:4013.46924	validation_1-mae:5978.82617
[1591]	validation_0-mae:4012.75977	validation_1-mae:5978.31689
[1592]	validation_0-mae:4012.49463	validation_1-mae:5978.30322
[1593]	validation_0-mae:4012.33081	validation_1-mae:5978.34473
[1594]	validation_0-mae:4011.71216	validation_1-mae:5978.23584
[1595]	validation_0-mae:4011.29981	validation_1-mae:5978.34912
[1596]	validation_0-mae:4011.04321	validation_1-mae:5978.22852
[1597]	validation_0-mae:4009.48584	validation_1-mae:5977.84424
[1598]	validation_0-mae:4009.05444	validation_1-mae:5977.95410
[1599]	validation_0-mae:4008.31396	validation_1-mae:5978.09082
[1600]	validation_0-mae:4007.25830	validation_1-mae:5977.69727
[1601]	validation_0-mae:4006.51685	validation_1-mae:5977.75342
[1602]	validation_0-mae:4006.04712	validation_1-mae:5977.90186
[1603]	validation_0-mae:4005.44263	validation_1-mae:5978.23242
[1604]	validation_0-mae:4004.80347	validation_1-mae:5978.22803
[1605]	validation_0-mae:4003.76636	validation_1-mae:5978.12500
[1606]	validation_0-mae:4002.94336	validation_1-mae:5978.15576
[1607]	validation_0-mae:4000.81323	validation_1-mae:5978.44727
[1608]	validation_0-mae:3999.59033	validation_1-mae:5978.01807
[1609]	validation_0-mae:3998.30395	validation_1-mae:5977.60010
[1610]	validation_0-mae:3996.87158	validation_1-mae:5976.96387
[1611]	validation_0-mae:3995.71704	validation_1-mae:5976.49170
[1612]	validation_0-mae:3994.69702	validation_1-mae:5976.87549
[1613]	validation_0-mae:3994.19922	validation_1-mae:5976.72803
[1614]	validation_0-mae:3993.18652	validation_1-mae:5977.09277
[1615]	validation_0-mae:3991.99780	validation_1-mae:5976.97510
[1616]	validation_0-mae:3990.86011	validation_1-mae:5976.88672
[1617]	validation_0-mae:3989.61353	validation_1-mae:5977.15283
[1618]	validation_0-mae:3988.41455	validation_1-mae:5976.44287
[1619]	validation_0-mae:3988.14331	validation_1-mae:5976.61670
[1620]	validation_0-mae:3987.37280	validation_1-mae:5976.63818
[1621]	validation_0-mae:3986.74683	validation_1-mae:5976.54150
[1622]	validation_0-mae:3986.18628	validation_1-mae:5976.76904
[1623]	validation_0-mae:3985.30884	validation_1-mae:5976.85205
[1624]	validation_0-mae:3984.62769	validation_1-mae:5976.76807
[1625]	validation_0-mae:3983.96851	validation_1-mae:5976.82959
[1626]	validation_0-mae:3982.57324	validation_1-mae:5977.00195
[1627]	validation_0-mae:3980.46606	validation_1-mae:5977.67432
[1628]	validation_0-mae:3979.10791	validation_1-mae:5978.54346
[1629]	validation_0-mae:3978.58472	validation_1-mae:5978.69629
[1630]	validation_0-mae:3977.10913	validation_1-mae:5978.40137
[1631]	validation_0-mae:3976.48438	validation_1-mae:5978.56299
[1632]	validation_0-mae:3975.85596	validation_1-mae:5979.22900
[1633]	validation_0-mae:3975.14404	validation_1-mae:5979.01270
[1634]	validation_0-mae:3974.47461	validation_1-mae:5978.90283
[1635]	validation_0-mae:3973.53491	validation_1-mae:5979.24072
[1636]	validation_0-mae:3972.73682	validation_1-mae:5979.27197
[1637]	validation_0-mae:3972.26856	validation_1-mae:5979.77832
[1638]	validation_0-mae:3971.74951	validation_1-mae:5979.99561
[1639]	validation_0-mae:3971.09473	validation_1-mae:5979.92725
[1640]	validation_0-mae:3970.60278	validation_1-mae:5979.86621
[1641]	validation_0-mae:3970.32349	validation_1-mae:5979.76709
[1642]	validation_0-mae:3969.91333	validation_1-mae:5979.84619
[1643]	validation_0-mae:3969.43848	validation_1-mae:5980.24805
[1644]	validation_0-mae:3968.62866	validation_1-mae:5980.36426
[1645]	validation_0-mae:3967.76782	validation_1-mae:5980.58594
[1646]	validation_0-mae:3967.38062	validation_1-mae:5980.66943
[1647]	validation_0-mae:3966.73315	validation_1-mae:5980.54736
[1648]	validation_0-mae:3966.06128	validation_1-mae:5980.83740
[1649]	validation_0-mae:3965.34424	validation_1-mae:5980.87549
[1650]	validation_0-mae:3964.68042	validation_1-mae:5980.73438
[1651]	validation_0-mae:3964.05469	validation_1-mae:5980.75537
[1652]	validation_0-mae:3963.51782	validation_1-mae:5980.95508
[1653]	validation_0-mae:3962.14697	validation_1-mae:5980.76855
[1654]	validation_0-mae:3960.88355	validation_1-mae:5980.75684
[1655]	validation_0-mae:3959.90918	validation_1-mae:5980.28760
[1656]	validation_0-mae:3959.13745	validation_1-mae:5980.75488
[1657]	validation_0-mae:3958.33374	validation_1-mae:5980.48096
[1658]	validation_0-mae:3956.76245	validation_1-mae:5980.06836
[1659]	validation_0-mae:3955.49512	validation_1-mae:5979.68213
[1660]	validation_0-mae:3954.77344	validation_1-mae:5979.58643
[1661]	validation_0-mae:3954.03296	validation_1-mae:5979.76562
[1662]	validation_0-mae:3952.67212	validation_1-mae:5980.37647
[1663]	validation_0-mae:3951.65063	validation_1-mae:5980.91406
[1664]	validation_0-mae:3950.62598	validation_1-mae:5980.96631
[1665]	validation_0-mae:3949.67505	validation_1-mae:5981.10303
[1666]	validation_0-mae:3949.04883	validation_1-mae:5981.41748
[1667]	validation_0-mae:3948.44482	validation_1-mae:5981.42676
[1668]	validation_0-mae:3947.88696	validation_1-mae:5981.59326
[1669]	validation_0-mae:3946.39966	validation_1-mae:5981.72217
[1670]	validation_0-mae:3945.77710	validation_1-mae:5981.86621
[1671]	validation_0-mae:3945.20068	validation_1-mae:5982.02539
[1672]	validation_0-mae:3944.47583	validation_1-mae:5981.99658
[1673]	validation_0-mae:3943.81763	validation_1-mae:5982.67871
[1674]	validation_0-mae:3943.36426	validation_1-mae:5983.08203
[1675]	validation_0-mae:3942.66602	validation_1-mae:5983.07764
[1676]	validation_0-mae:3941.47900	validation_1-mae:5982.67090
[1677]	validation_0-mae:3940.80566	validation_1-mae:5982.65820
[1678]	validation_0-mae:3940.42993	validation_1-mae:5982.40527
[1679]	validation_0-mae:3939.23755	validation_1-mae:5982.94043
[1680]	validation_0-mae:3938.53638	validation_1-mae:5983.56543
[1681]	validation_0-mae:3938.18359	validation_1-mae:5983.53125
[1682]	validation_0-mae:3937.75586	validation_1-mae:5983.61084
[1683]	validation_0-mae:3937.35620	validation_1-mae:5983.83789
[1684]	validation_0-mae:3936.72388	validation_1-mae:5983.70264
[1685]	validation_0-mae:3935.99194	validation_1-mae:5984.06738
[1686]	validation_0-mae:3935.05103	validation_1-mae:5984.58838
[1687]	validation_0-mae:3934.38330	validation_1-mae:5984.37744
[1688]	validation_0-mae:3933.30469	validation_1-mae:5984.10107
[1689]	validation_0-mae:3931.93945	validation_1-mae:5984.20215
[1690]	validation_0-mae:3931.13818	validation_1-mae:5983.75000
[1691]	validation_0-mae:3930.04834	validation_1-mae:5983.67236
[1692]	validation_0-mae:3929.08081	validation_1-mae:5983.83594
[1693]	validation_0-mae:3928.69897	validation_1-mae:5983.91748
[1694]	validation_0-mae:3928.40039	validation_1-mae:5984.04102
[1695]	validation_0-mae:3927.28540	validation_1-mae:5984.41406
[1696]	validation_0-mae:3926.65649	validation_1-mae:5984.31836
[1697]	validation_0-mae:3926.21777	validation_1-mae:5984.19580
[1698]	validation_0-mae:3925.81934	validation_1-mae:5984.32666
[1699]	validation_0-mae:3925.30176	validation_1-mae:5984.38281
Dropping: dci
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
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[1546]	validation_0-mae:4036.52051	validation_1-mae:5984.86914
[1547]	validation_0-mae:4035.09741	validation_1-mae:5983.40674
[1548]	validation_0-mae:4033.92944	validation_1-mae:5983.36133
[1549]	validation_0-mae:4033.33520	validation_1-mae:5983.44629
[1550]	validation_0-mae:4032.38794	validation_1-mae:5983.28369
[1551]	validation_0-mae:4030.94580	validation_1-mae:5983.73242
[1552]	validation_0-mae:4030.25342	validation_1-mae:5983.73730
[1553]	validation_0-mae:4029.50342	validation_1-mae:5983.17920
[1554]	validation_0-mae:4028.20972	validation_1-mae:5982.82812
[1555]	validation_0-mae:4026.37598	validation_1-mae:5983.36182
[1556]	validation_0-mae:4024.85034	validation_1-mae:5983.24316
[1557]	validation_0-mae:4023.64185	validation_1-mae:5983.39941
[1558]	validation_0-mae:4022.37134	validation_1-mae:5983.51562
[1559]	validation_0-mae:4021.14356	validation_1-mae:5983.50684
[1560]	validation_0-mae:4020.34839	validation_1-mae:5983.61182
[1561]	validation_0-mae:4020.18408	validation_1-mae:5983.56152
[1562]	validation_0-mae:4018.79150	validation_1-mae:5983.61035
[1563]	validation_0-mae:4018.57007	validation_1-mae:5983.65332
[1564]	validation_0-mae:4017.94531	validation_1-mae:5983.66309
[1565]	validation_0-mae:4017.75146	validation_1-mae:5983.59766
[1566]	validation_0-mae:4017.39185	validation_1-mae:5983.32031
[1567]	validation_0-mae:4016.84253	validation_1-mae:5983.76074
[1568]	validation_0-mae:4016.16016	validation_1-mae:5983.56494
[1569]	validation_0-mae:4014.93774	validation_1-mae:5983.72070
[1570]	validation_0-mae:4014.45288	validation_1-mae:5983.67236
[1571]	validation_0-mae:4013.65649	validation_1-mae:5983.63916
[1572]	validation_0-mae:4013.08716	validation_1-mae:5983.85059
[1573]	validation_0-mae:4012.44946	validation_1-mae:5983.95264
[1574]	validation_0-mae:4011.70947	validation_1-mae:5983.83350
[1575]	validation_0-mae:4011.14893	validation_1-mae:5983.93848
[1576]	validation_0-mae:4010.36401	validation_1-mae:5983.77588
[1577]	validation_0-mae:4009.48926	validation_1-mae:5983.34619
[1578]	validation_0-mae:4008.83569	validation_1-mae:5983.30566
[1579]	validation_0-mae:4007.92676	validation_1-mae:5983.05273
[1580]	validation_0-mae:4007.17163	validation_1-mae:5983.33252
[1581]	validation_0-mae:4006.34644	validation_1-mae:5983.15137
[1582]	validation_0-mae:4005.70410	validation_1-mae:5983.05811
[1583]	validation_0-mae:4005.26245	validation_1-mae:5983.39160
[1584]	validation_0-mae:4004.71899	validation_1-mae:5983.68213
[1585]	validation_0-mae:4004.22241	validation_1-mae:5983.75684
[1586]	validation_0-mae:4003.04394	validation_1-mae:5983.87549
[1587]	validation_0-mae:4001.39404	validation_1-mae:5983.90772
[1588]	validation_0-mae:4000.41211	validation_1-mae:5983.69189
[1589]	validation_0-mae:3999.15869	validation_1-mae:5983.33691
[1590]	validation_0-mae:3997.89380	validation_1-mae:5983.45752
[1591]	validation_0-mae:3996.76172	validation_1-mae:5983.46436
[1592]	validation_0-mae:3996.10986	validation_1-mae:5983.26904
[1593]	validation_0-mae:3995.19531	validation_1-mae:5983.49170
[1594]	validation_0-mae:3994.31958	validation_1-mae:5983.90088
[1595]	validation_0-mae:3992.79053	validation_1-mae:5984.57129
[1596]	validation_0-mae:3991.91260	validation_1-mae:5984.58594
[1597]	validation_0-mae:3990.61328	validation_1-mae:5984.09375
[1598]	validation_0-mae:3990.07861	validation_1-mae:5983.77686
[1599]	validation_0-mae:3988.64795	validation_1-mae:5982.50195
[1600]	validation_0-mae:3988.01660	validation_1-mae:5982.42578
[1601]	validation_0-mae:3986.80713	validation_1-mae:5982.62842
[1602]	validation_0-mae:3985.30786	validation_1-mae:5982.45557
[1603]	validation_0-mae:3984.69360	validation_1-mae:5982.74951
[1604]	validation_0-mae:3983.97437	validation_1-mae:5982.85547
[1605]	validation_0-mae:3982.37866	validation_1-mae:5983.47803
[1606]	validation_0-mae:3981.06006	validation_1-mae:5983.68652
[1607]	validation_0-mae:3980.30762	validation_1-mae:5983.66602
[1608]	validation_0-mae:3979.24585	validation_1-mae:5983.60938
[1609]	validation_0-mae:3978.39893	validation_1-mae:5983.80615
[1610]	validation_0-mae:3977.34619	validation_1-mae:5983.98291
[1611]	validation_0-mae:3976.74341	validation_1-mae:5983.99316
[1612]	validation_0-mae:3976.08252	validation_1-mae:5984.22412
[1613]	validation_0-mae:3975.03101	validation_1-mae:5983.95801
[1614]	validation_0-mae:3974.25610	validation_1-mae:5983.89355
[1615]	validation_0-mae:3972.82568	validation_1-mae:5983.84619
[1616]	validation_0-mae:3972.19580	validation_1-mae:5984.10059
[1617]	validation_0-mae:3971.45337	validation_1-mae:5983.63965
[1618]	validation_0-mae:3970.68872	validation_1-mae:5983.69580
[1619]	validation_0-mae:3969.85278	validation_1-mae:5983.84619
[1620]	validation_0-mae:3969.41431	validation_1-mae:5983.62988
[1621]	validation_0-mae:3968.18579	validation_1-mae:5984.02197
[1622]	validation_0-mae:3967.40625	validation_1-mae:5983.64258
[1623]	validation_0-mae:3965.69580	validation_1-mae:5983.68506
[1624]	validation_0-mae:3964.75806	validation_1-mae:5983.64014
[1625]	validation_0-mae:3964.10205	validation_1-mae:5983.71582
[1626]	validation_0-mae:3962.99829	validation_1-mae:5983.31348
[1627]	validation_0-mae:3962.46118	validation_1-mae:5983.51025
[1628]	validation_0-mae:3961.76147	validation_1-mae:5983.38330
[1629]	validation_0-mae:3960.69775	validation_1-mae:5983.04248
[1630]	validation_0-mae:3959.67847	validation_1-mae:5982.72461
[1631]	validation_0-mae:3958.56323	validation_1-mae:5982.66357
[1632]	validation_0-mae:3958.16577	validation_1-mae:5982.72949
[1633]	validation_0-mae:3956.95068	validation_1-mae:5982.61182
[1634]	validation_0-mae:3956.52344	validation_1-mae:5982.73730
[1635]	validation_0-mae:3955.86328	validation_1-mae:5982.56738
[1636]	validation_0-mae:3954.99512	validation_1-mae:5982.25488
[1637]	validation_0-mae:3954.06860	validation_1-mae:5982.21289
[1638]	validation_0-mae:3953.28198	validation_1-mae:5982.31250
[1639]	validation_0-mae:3952.61938	validation_1-mae:5982.47656
[1640]	validation_0-mae:3952.12720	validation_1-mae:5982.20117
[1641]	validation_0-mae:3951.64014	validation_1-mae:5982.24707
[1642]	validation_0-mae:3950.79370	validation_1-mae:5982.32910
[1643]	validation_0-mae:3950.20044	validation_1-mae:5982.71875
[1644]	validation_0-mae:3949.58057	validation_1-mae:5982.73779
[1645]	validation_0-mae:3948.77856	validation_1-mae:5982.80322
[1646]	validation_0-mae:3948.48535	validation_1-mae:5982.83740
[1647]	validation_0-mae:3947.79272	validation_1-mae:5982.43018
[1648]	validation_0-mae:3947.39062	validation_1-mae:5982.32178
[1649]	validation_0-mae:3946.88159	validation_1-mae:5982.53320
[1650]	validation_0-mae:3945.89600	validation_1-mae:5983.11914
[1651]	validation_0-mae:3944.83032	validation_1-mae:5982.95312
[1652]	validation_0-mae:3944.11768	validation_1-mae:5982.77832
[1653]	validation_0-mae:3943.20508	validation_1-mae:5982.52783
[1654]	validation_0-mae:3942.88355	validation_1-mae:5982.30273
[1655]	validation_0-mae:3940.88696	validation_1-mae:5981.96484
[1656]	validation_0-mae:3939.99145	validation_1-mae:5981.43506
[1657]	validation_0-mae:3938.14111	validation_1-mae:5980.72314
[1658]	validation_0-mae:3937.10205	validation_1-mae:5980.58789
[1659]	validation_0-mae:3935.84741	validation_1-mae:5981.08789
[1660]	validation_0-mae:3935.49829	validation_1-mae:5980.98486
[1661]	validation_0-mae:3935.06348	validation_1-mae:5981.06836
[1662]	validation_0-mae:3934.60254	validation_1-mae:5980.83057
[1663]	validation_0-mae:3933.82544	validation_1-mae:5980.70508
[1664]	validation_0-mae:3933.04175	validation_1-mae:5980.45361
[1665]	validation_0-mae:3932.95044	validation_1-mae:5980.43994
[1666]	validation_0-mae:3932.62378	validation_1-mae:5980.40576
[1667]	validation_0-mae:3932.11841	validation_1-mae:5980.42725
[1668]	validation_0-mae:3931.49048	validation_1-mae:5979.96143
[1669]	validation_0-mae:3930.54199	validation_1-mae:5979.49805
[1670]	validation_0-mae:3929.91309	validation_1-mae:5979.18848
[1671]	validation_0-mae:3929.00220	validation_1-mae:5978.76074
[1672]	validation_0-mae:3927.90552	validation_1-mae:5978.54004
[1673]	validation_0-mae:3927.49414	validation_1-mae:5978.60254
[1674]	validation_0-mae:3926.95728	validation_1-mae:5978.52978
[1675]	validation_0-mae:3926.60327	validation_1-mae:5978.65869
[1676]	validation_0-mae:3926.54053	validation_1-mae:5978.68359
[1677]	validation_0-mae:3926.35889	validation_1-mae:5978.69141
[1678]	validation_0-mae:3925.91675	validation_1-mae:5978.67578
[1679]	validation_0-mae:3925.20923	validation_1-mae:5979.06201
[1680]	validation_0-mae:3924.52344	validation_1-mae:5979.22998
[1681]	validation_0-mae:3923.80176	validation_1-mae:5979.05469
[1682]	validation_0-mae:3922.80078	validation_1-mae:5978.72217
[1683]	validation_0-mae:3922.16528	validation_1-mae:5978.63184
[1684]	validation_0-mae:3921.48511	validation_1-mae:5978.93262
[1685]	validation_0-mae:3920.87305	validation_1-mae:5978.96728
[1686]	validation_0-mae:3920.55884	validation_1-mae:5978.95654
[1687]	validation_0-mae:3920.01685	validation_1-mae:5978.72510
[1688]	validation_0-mae:3918.55029	validation_1-mae:5979.15381
[1689]	validation_0-mae:3918.32568	validation_1-mae:5979.11621
[1690]	validation_0-mae:3916.78271	validation_1-mae:5979.28125
[1691]	validation_0-mae:3916.34131	validation_1-mae:5979.15527
[1692]	validation_0-mae:3915.79150	validation_1-mae:5979.40674
[1693]	validation_0-mae:3915.36597	validation_1-mae:5979.49805
[1694]	validation_0-mae:3914.94971	validation_1-mae:5979.50635
[1695]	validation_0-mae:3914.04321	validation_1-mae:5979.36377
[1696]	validation_0-mae:3913.66724	validation_1-mae:5979.25537
[1697]	validation_0-mae:3913.04907	validation_1-mae:5979.04395
[1698]	validation_0-mae:3912.53833	validation_1-mae:5979.27393
[1699]	validation_0-mae:3911.70947	validation_1-mae:5979.02734
Dropping: spo
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.14258
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.33984
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.68164
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.25391
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.84473
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.41309
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.23438
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.29590
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.15967
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.24023
[22]	validation_0-mae:7846.75635	validation_1-mae:7745.81348
[23]	validation_0-mae:7760.49268	validation_1-mae:7676.68457
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.33838
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.01758
[26]	validation_0-mae:7548.76855	validation_1-mae:7488.23340
[27]	validation_0-mae:7488.48926	validation_1-mae:7434.20312
[28]	validation_0-mae:7439.25342	validation_1-mae:7393.11328
[29]	validation_0-mae:7397.08154	validation_1-mae:7358.94043
[30]	validation_0-mae:7361.37939	validation_1-mae:7328.47559
[31]	validation_0-mae:7320.82324	validation_1-mae:7291.93555
[32]	validation_0-mae:7292.41406	validation_1-mae:7274.46826
[33]	validation_0-mae:7264.21240	validation_1-mae:7253.83887
[34]	validation_0-mae:7233.89893	validation_1-mae:7233.88037
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.23633
[36]	validation_0-mae:7185.20361	validation_1-mae:7195.82227
[37]	validation_0-mae:7167.49853	validation_1-mae:7185.80615
[38]	validation_0-mae:7142.06152	validation_1-mae:7164.30811
[39]	validation_0-mae:7120.69287	validation_1-mae:7147.12109
[40]	validation_0-mae:7102.86865	validation_1-mae:7136.75342
[41]	validation_0-mae:7086.70312	validation_1-mae:7124.35889
[42]	validation_0-mae:7069.58447	validation_1-mae:7113.61670
[43]	validation_0-mae:7049.53027	validation_1-mae:7099.80713
[44]	validation_0-mae:7037.05225	validation_1-mae:7089.02051
[45]	validation_0-mae:7011.79150	validation_1-mae:7068.57764
[46]	validation_0-mae:6988.35352	validation_1-mae:7048.77832
[47]	validation_0-mae:6972.47510	validation_1-mae:7040.71094
[48]	validation_0-mae:6947.78906	validation_1-mae:7022.24268
[49]	validation_0-mae:6933.60693	validation_1-mae:7012.19238
[50]	validation_0-mae:6915.68603	validation_1-mae:6999.26318
[51]	validation_0-mae:6900.50488	validation_1-mae:6986.99365
[52]	validation_0-mae:6889.22070	validation_1-mae:6981.28272
[53]	validation_0-mae:6875.30420	validation_1-mae:6971.74512
[54]	validation_0-mae:6865.28320	validation_1-mae:6967.56836
[55]	validation_0-mae:6847.61328	validation_1-mae:6952.02197
[56]	validation_0-mae:6830.91406	validation_1-mae:6937.68164
[57]	validation_0-mae:6822.18506	validation_1-mae:6933.54834
[58]	validation_0-mae:6810.73438	validation_1-mae:6923.05566
[59]	validation_0-mae:6795.51123	validation_1-mae:6909.71484
[60]	validation_0-mae:6783.21240	validation_1-mae:6898.83203
[61]	validation_0-mae:6769.95068	validation_1-mae:6890.72607
[62]	validation_0-mae:6758.53857	validation_1-mae:6883.37598
[63]	validation_0-mae:6750.19775	validation_1-mae:6875.88867
[64]	validation_0-mae:6736.40234	validation_1-mae:6868.33594
[65]	validation_0-mae:6726.75439	validation_1-mae:6860.00879
[66]	validation_0-mae:6716.69580	validation_1-mae:6852.96582
[67]	validation_0-mae:6706.25537	validation_1-mae:6845.36572
[68]	validation_0-mae:6697.82227	validation_1-mae:6838.96582
[69]	validation_0-mae:6684.58057	validation_1-mae:6827.10596
[70]	validation_0-mae:6671.89600	validation_1-mae:6816.26904
[71]	validation_0-mae:6658.13184	validation_1-mae:6805.27246
[72]	validation_0-mae:6648.90674	validation_1-mae:6798.19922
[73]	validation_0-mae:6635.06299	validation_1-mae:6790.16064
[74]	validation_0-mae:6627.94482	validation_1-mae:6784.42285
[75]	validation_0-mae:6617.52734	validation_1-mae:6776.14355
[76]	validation_0-mae:6613.18359	validation_1-mae:6774.05029
[77]	validation_0-mae:6602.50195	validation_1-mae:6764.93994
[78]	validation_0-mae:6594.98486	validation_1-mae:6760.28760
[79]	validation_0-mae:6583.89160	validation_1-mae:6753.48730
[80]	validation_0-mae:6577.75586	validation_1-mae:6749.50244
[81]	validation_0-mae:6569.56055	validation_1-mae:6743.13232
[82]	validation_0-mae:6557.18164	validation_1-mae:6736.07959
[83]	validation_0-mae:6550.23877	validation_1-mae:6732.52148
[84]	validation_0-mae:6538.82080	validation_1-mae:6721.13867
[85]	validation_0-mae:6532.27002	validation_1-mae:6716.54980
[86]	validation_0-mae:6520.38770	validation_1-mae:6707.39160
[87]	validation_0-mae:6513.76709	validation_1-mae:6703.15576
[88]	validation_0-mae:6506.34912	validation_1-mae:6696.66406
[89]	validation_0-mae:6498.71240	validation_1-mae:6691.50732
[90]	validation_0-mae:6491.40137	validation_1-mae:6685.04443
[91]	validation_0-mae:6482.50342	validation_1-mae:6680.45264
[92]	validation_0-mae:6475.44922	validation_1-mae:6676.93164
[93]	validation_0-mae:6464.80273	validation_1-mae:6670.34717
[94]	validation_0-mae:6459.96191	validation_1-mae:6666.73926
[95]	validation_0-mae:6453.39502	validation_1-mae:6662.65478
[96]	validation_0-mae:6444.99365	validation_1-mae:6658.67920
[97]	validation_0-mae:6438.08350	validation_1-mae:6655.66895
[98]	validation_0-mae:6431.55615	validation_1-mae:6650.40772
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[1639]	validation_0-mae:3968.50269	validation_1-mae:5976.90625
[1640]	validation_0-mae:3967.98560	validation_1-mae:5976.77930
[1641]	validation_0-mae:3967.43335	validation_1-mae:5976.85791
[1642]	validation_0-mae:3966.84326	validation_1-mae:5976.86719
[1643]	validation_0-mae:3965.85083	validation_1-mae:5976.72363
[1644]	validation_0-mae:3965.22388	validation_1-mae:5977.13281
[1645]	validation_0-mae:3964.51465	validation_1-mae:5977.42041
[1646]	validation_0-mae:3963.92188	validation_1-mae:5977.20215
[1647]	validation_0-mae:3963.27197	validation_1-mae:5977.20947
[1648]	validation_0-mae:3962.54517	validation_1-mae:5977.23975
[1649]	validation_0-mae:3961.96460	validation_1-mae:5977.30127
[1650]	validation_0-mae:3961.26050	validation_1-mae:5977.61182
[1651]	validation_0-mae:3960.79541	validation_1-mae:5977.66455
[1652]	validation_0-mae:3959.92481	validation_1-mae:5977.94678
[1653]	validation_0-mae:3959.28369	validation_1-mae:5977.82373
[1654]	validation_0-mae:3958.20679	validation_1-mae:5977.50098
[1655]	validation_0-mae:3957.30444	validation_1-mae:5977.27295
[1656]	validation_0-mae:3956.40771	validation_1-mae:5977.37549
[1657]	validation_0-mae:3955.54053	validation_1-mae:5977.52002
[1658]	validation_0-mae:3954.62354	validation_1-mae:5977.34814
[1659]	validation_0-mae:3954.08106	validation_1-mae:5977.21875
[1660]	validation_0-mae:3953.38916	validation_1-mae:5977.42773
[1661]	validation_0-mae:3951.46802	validation_1-mae:5977.31348
[1662]	validation_0-mae:3950.53271	validation_1-mae:5977.68506
[1663]	validation_0-mae:3949.90625	validation_1-mae:5977.66650
[1664]	validation_0-mae:3948.86279	validation_1-mae:5977.80762
[1665]	validation_0-mae:3948.30591	validation_1-mae:5977.79980
[1666]	validation_0-mae:3947.56030	validation_1-mae:5977.79346
[1667]	validation_0-mae:3946.44605	validation_1-mae:5977.93555
[1668]	validation_0-mae:3945.01953	validation_1-mae:5978.32080
[1669]	validation_0-mae:3944.43774	validation_1-mae:5978.22217
[1670]	validation_0-mae:3943.93188	validation_1-mae:5978.54639
[1671]	validation_0-mae:3942.31348	validation_1-mae:5978.53711
[1672]	validation_0-mae:3941.65869	validation_1-mae:5978.60010
[1673]	validation_0-mae:3941.17847	validation_1-mae:5978.39062
[1674]	validation_0-mae:3940.33936	validation_1-mae:5978.20020
[1675]	validation_0-mae:3939.87720	validation_1-mae:5978.05566
[1676]	validation_0-mae:3939.35205	validation_1-mae:5977.94775
[1677]	validation_0-mae:3938.66235	validation_1-mae:5977.76611
[1678]	validation_0-mae:3937.94458	validation_1-mae:5977.89160
[1679]	validation_0-mae:3936.93774	validation_1-mae:5977.54590
[1680]	validation_0-mae:3935.95679	validation_1-mae:5977.45703
[1681]	validation_0-mae:3935.48462	validation_1-mae:5977.06397
[1682]	validation_0-mae:3934.39770	validation_1-mae:5976.98193
[1683]	validation_0-mae:3933.57105	validation_1-mae:5976.77051
[1684]	validation_0-mae:3932.85742	validation_1-mae:5977.17139
[1685]	validation_0-mae:3932.56934	validation_1-mae:5977.24658
[1686]	validation_0-mae:3932.23731	validation_1-mae:5977.25244
[1687]	validation_0-mae:3931.44336	validation_1-mae:5977.59619
[1688]	validation_0-mae:3930.48047	validation_1-mae:5977.95996
[1689]	validation_0-mae:3930.10107	validation_1-mae:5978.10889
[1690]	validation_0-mae:3929.58398	validation_1-mae:5978.04297
[1691]	validation_0-mae:3928.76611	validation_1-mae:5977.69434
[1692]	validation_0-mae:3927.94751	validation_1-mae:5977.43701
[1693]	validation_0-mae:3927.56030	validation_1-mae:5977.52490
[1694]	validation_0-mae:3926.70679	validation_1-mae:5977.71143
[1695]	validation_0-mae:3925.95776	validation_1-mae:5977.76953
[1696]	validation_0-mae:3925.08203	validation_1-mae:5977.71680
[1697]	validation_0-mae:3924.33545	validation_1-mae:5978.32471
[1698]	validation_0-mae:3923.50732	validation_1-mae:5978.21680
[1699]	validation_0-mae:3922.88135	validation_1-mae:5978.20361
Dropping: gol
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.41113
[12]	validation_0-mae:10304.22168	validation_1-mae:10106.14258
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.33984
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.68164
[15]	validation_0-mae:9084.41894	validation_1-mae:8908.25391
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.84473
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.41309
[18]	validation_0-mae:8374.73828	validation_1-mae:8224.23438
[19]	validation_0-mae:8211.97070	validation_1-mae:8071.29590
[20]	validation_0-mae:8069.25439	validation_1-mae:7940.15967
[21]	validation_0-mae:7944.89600	validation_1-mae:7832.24023
[22]	validation_0-mae:7846.75635	validation_1-mae:7745.81348
[23]	validation_0-mae:7760.49268	validation_1-mae:7676.68457
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.33838
[25]	validation_0-mae:7604.22461	validation_1-mae:7535.01758
[26]	validation_0-mae:7548.76855	validation_1-mae:7488.23340
[27]	validation_0-mae:7488.48926	validation_1-mae:7433.98047
[28]	validation_0-mae:7439.25342	validation_1-mae:7392.89062
[29]	validation_0-mae:7397.08154	validation_1-mae:7358.71875
[30]	validation_0-mae:7361.37939	validation_1-mae:7328.25293
[31]	validation_0-mae:7320.82324	validation_1-mae:7291.71289
[32]	validation_0-mae:7292.41406	validation_1-mae:7274.24609
[33]	validation_0-mae:7264.21240	validation_1-mae:7253.61670
[34]	validation_0-mae:7233.89893	validation_1-mae:7233.65772
[35]	validation_0-mae:7202.42920	validation_1-mae:7209.01416
[36]	validation_0-mae:7185.20361	validation_1-mae:7195.59961
[37]	validation_0-mae:7167.49853	validation_1-mae:7185.58398
[38]	validation_0-mae:7142.06152	validation_1-mae:7164.08545
[39]	validation_0-mae:7120.69287	validation_1-mae:7146.89893
[40]	validation_0-mae:7102.86865	validation_1-mae:7136.53076
[41]	validation_0-mae:7086.70312	validation_1-mae:7124.13623
[42]	validation_0-mae:7069.58447	validation_1-mae:7113.39453
[43]	validation_0-mae:7049.53027	validation_1-mae:7098.99658
[44]	validation_0-mae:7037.05225	validation_1-mae:7088.21045
[45]	validation_0-mae:7011.79150	validation_1-mae:7067.76709
[46]	validation_0-mae:6988.35352	validation_1-mae:7047.96777
[47]	validation_0-mae:6972.47510	validation_1-mae:7039.90039
[48]	validation_0-mae:6947.78906	validation_1-mae:7021.43213
[49]	validation_0-mae:6933.60693	validation_1-mae:7011.38135
[50]	validation_0-mae:6915.68603	validation_1-mae:6998.45312
[51]	validation_0-mae:6900.50488	validation_1-mae:6986.18262
[52]	validation_0-mae:6889.22070	validation_1-mae:6980.47266
[53]	validation_0-mae:6875.30420	validation_1-mae:6970.93457
[54]	validation_0-mae:6865.28320	validation_1-mae:6966.75781
[55]	validation_0-mae:6847.61328	validation_1-mae:6951.21143
[56]	validation_0-mae:6830.91406	validation_1-mae:6936.87109
[57]	validation_0-mae:6822.18506	validation_1-mae:6932.73828
[58]	validation_0-mae:6810.73438	validation_1-mae:6922.24512
[59]	validation_0-mae:6795.51123	validation_1-mae:6908.90478
[60]	validation_0-mae:6783.21240	validation_1-mae:6898.02100
[61]	validation_0-mae:6769.95068	validation_1-mae:6889.81006
[62]	validation_0-mae:6758.53857	validation_1-mae:6882.53516
[63]	validation_0-mae:6750.19775	validation_1-mae:6875.04688
[64]	validation_0-mae:6736.40234	validation_1-mae:6867.00439
[65]	validation_0-mae:6726.75439	validation_1-mae:6858.68897
[66]	validation_0-mae:6716.69580	validation_1-mae:6851.64941
[67]	validation_0-mae:6706.25537	validation_1-mae:6844.04248
[68]	validation_0-mae:6697.82227	validation_1-mae:6837.64307
[69]	validation_0-mae:6684.58057	validation_1-mae:6825.78613
[70]	validation_0-mae:6671.89600	validation_1-mae:6814.94287
[71]	validation_0-mae:6658.13184	validation_1-mae:6803.94238
[72]	validation_0-mae:6648.90674	validation_1-mae:6797.03272
[73]	validation_0-mae:6635.06299	validation_1-mae:6789.08105
[74]	validation_0-mae:6627.94482	validation_1-mae:6783.34375
[75]	validation_0-mae:6617.52734	validation_1-mae:6775.06397
[76]	validation_0-mae:6613.18359	validation_1-mae:6772.97070
[77]	validation_0-mae:6602.50195	validation_1-mae:6763.86084
[78]	validation_0-mae:6594.98486	validation_1-mae:6758.78027
[79]	validation_0-mae:6583.89160	validation_1-mae:6751.97900
[80]	validation_0-mae:6577.75586	validation_1-mae:6747.81641
[81]	validation_0-mae:6569.56055	validation_1-mae:6741.44629
[82]	validation_0-mae:6557.18164	validation_1-mae:6734.36670
[83]	validation_0-mae:6550.23877	validation_1-mae:6730.80908
[84]	validation_0-mae:6538.82080	validation_1-mae:6719.42236
[85]	validation_0-mae:6532.27002	validation_1-mae:6714.83447
[86]	validation_0-mae:6520.38770	validation_1-mae:6705.77246
[87]	validation_0-mae:6513.76709	validation_1-mae:6701.52783
[88]	validation_0-mae:6506.34912	validation_1-mae:6695.02197
[89]	validation_0-mae:6498.71240	validation_1-mae:6690.01514
[90]	validation_0-mae:6491.40137	validation_1-mae:6683.55127
[91]	validation_0-mae:6482.50342	validation_1-mae:6678.66943
[92]	validation_0-mae:6475.44922	validation_1-mae:6675.14990
[93]	validation_0-mae:6464.80273	validation_1-mae:6668.56103
[94]	validation_0-mae:6459.96191	validation_1-mae:6664.95312
[95]	validation_0-mae:6453.39502	validation_1-mae:6660.86865
[96]	validation_0-mae:6444.99365	validation_1-mae:6656.87109
[97]	validation_0-mae:6438.08350	validation_1-mae:6653.86133
[98]	validation_0-mae:6431.55615	validation_1-mae:6648.60205
[99]	validation_0-mae:6426.20850	validation_1-mae:6645.20947
[100]	validation_0-mae:6419.52881	validation_1-mae:6642.25391
[101]	validation_0-mae:6412.38135	validation_1-mae:6636.54492
[102]	validation_0-mae:6403.55811	validation_1-mae:6629.44873
[103]	validation_0-mae:6399.48389	validation_1-mae:6626.41650
[104]	validation_0-mae:6389.62598	validation_1-mae:6617.64893
[105]	validation_0-mae:6385.44922	validation_1-mae:6615.23242
[106]	validation_0-mae:6377.02686	validation_1-mae:6610.88281
[107]	validation_0-mae:6374.41162	validation_1-mae:6609.41016
[108]	validation_0-mae:6368.49853	validation_1-mae:6606.62842
[109]	validation_0-mae:6362.10059	validation_1-mae:6601.42041
[110]	validation_0-mae:6355.00147	validation_1-mae:6595.64648
[111]	validation_0-mae:6349.70117	validation_1-mae:6594.14160
[112]	validation_0-mae:6346.35205	validation_1-mae:6591.04834
[113]	validation_0-mae:6343.72168	validation_1-mae:6589.71191
[114]	validation_0-mae:6338.62402	validation_1-mae:6587.14307
[115]	validation_0-mae:6333.10156	validation_1-mae:6585.84717
[116]	validation_0-mae:6327.27490	validation_1-mae:6582.64844
[117]	validation_0-mae:6321.02637	validation_1-mae:6578.79150
[118]	validation_0-mae:6316.97217	validation_1-mae:6577.35449
[119]	validation_0-mae:6312.82373	validation_1-mae:6575.08057
[120]	validation_0-mae:6302.85156	validation_1-mae:6569.37207
[121]	validation_0-mae:6295.48926	validation_1-mae:6564.41797
[122]	validation_0-mae:6290.27832	validation_1-mae:6560.94531
[123]	validation_0-mae:6282.89355	validation_1-mae:6555.94922
[124]	validation_0-mae:6277.28857	validation_1-mae:6552.93994
[125]	validation_0-mae:6270.38623	validation_1-mae:6547.23242
[126]	validation_0-mae:6261.89697	validation_1-mae:6540.71094
[127]	validation_0-mae:6255.54590	validation_1-mae:6536.29443
[128]	validation_0-mae:6253.61230	validation_1-mae:6534.57324
[129]	validation_0-mae:6246.02783	validation_1-mae:6533.93799
[130]	validation_0-mae:6241.00537	validation_1-mae:6531.03662
[131]	validation_0-mae:6237.44385	validation_1-mae:6529.67139
[132]	validation_0-mae:6232.68750	validation_1-mae:6526.97705
[133]	validation_0-mae:6229.13477	validation_1-mae:6525.12158
[134]	validation_0-mae:6224.66553	validation_1-mae:6523.49707
[135]	validation_0-mae:6220.33057	validation_1-mae:6521.33008
[136]	validation_0-mae:6215.73779	validation_1-mae:6519.23877
[137]	validation_0-mae:6211.17578	validation_1-mae:6516.45459
[138]	validation_0-mae:6208.73730	validation_1-mae:6515.22705
[139]	validation_0-mae:6204.19092	validation_1-mae:6512.40186
[140]	validation_0-mae:6201.77734	validation_1-mae:6511.13037
[141]	validation_0-mae:6195.97754	validation_1-mae:6511.25830
[142]	validation_0-mae:6192.62549	validation_1-mae:6509.77344
[143]	validation_0-mae:6185.88135	validation_1-mae:6506.19092
[144]	validation_0-mae:6177.09277	validation_1-mae:6499.23877
[145]	validation_0-mae:6171.16455	validation_1-mae:6495.69873
[146]	validation_0-mae:6167.95361	validation_1-mae:6495.53076
[147]	validation_0-mae:6164.99658	validation_1-mae:6493.32861
[148]	validation_0-mae:6160.65186	validation_1-mae:6490.82422
[149]	validation_0-mae:6159.42725	validation_1-mae:6489.64551
[150]	validation_0-mae:6154.45312	validation_1-mae:6487.41846
[151]	validation_0-mae:6150.60938	validation_1-mae:6486.93115
[152]	validation_0-mae:6148.99316	validation_1-mae:6486.91211
[153]	validation_0-mae:6145.61572	validation_1-mae:6484.11426
[154]	validation_0-mae:6139.96289	validation_1-mae:6482.05859
[155]	validation_0-mae:6135.83789	validation_1-mae:6478.77832
[156]	validation_0-mae:6127.27783	validation_1-mae:6471.54492
[157]	validation_0-mae:6122.98389	validation_1-mae:6469.52490
[158]	validation_0-mae:6119.12500	validation_1-mae:6467.56689
[159]	validation_0-mae:6113.56494	validation_1-mae:6465.07324
[160]	validation_0-mae:6109.47900	validation_1-mae:6463.18066
[161]	validation_0-mae:6106.70508	validation_1-mae:6461.63477
[162]	validation_0-mae:6103.85107	validation_1-mae:6459.89893
[163]	validation_0-mae:6101.89795	validation_1-mae:6459.70801
[164]	validation_0-mae:6098.53809	validation_1-mae:6458.30273
[165]	validation_0-mae:6095.07178	validation_1-mae:6456.50879
[166]	validation_0-mae:6090.83496	validation_1-mae:6454.64014
[167]	validation_0-mae:6089.28955	validation_1-mae:6452.89551
[168]	validation_0-mae:6079.29932	validation_1-mae:6444.55859
[169]	validation_0-mae:6075.72168	validation_1-mae:6443.32373
[170]	validation_0-mae:6073.07666	validation_1-mae:6443.00342
[171]	validation_0-mae:6066.46631	validation_1-mae:6440.23682
[172]	validation_0-mae:6064.08252	validation_1-mae:6439.86621
[173]	validation_0-mae:6059.44922	validation_1-mae:6438.45020
[174]	validation_0-mae:6053.91260	validation_1-mae:6434.56982
[175]	validation_0-mae:6051.99121	validation_1-mae:6434.34082
[176]	validation_0-mae:6048.35352	validation_1-mae:6434.00391
[177]	validation_0-mae:6043.49512	validation_1-mae:6431.65869
[178]	validation_0-mae:6040.12109	validation_1-mae:6431.10547
[179]	validation_0-mae:6036.21094	validation_1-mae:6427.89795
[180]	validation_0-mae:6029.94727	validation_1-mae:6422.21680
[181]	validation_0-mae:6025.03955	validation_1-mae:6420.25195
[182]	validation_0-mae:6020.96484	validation_1-mae:6417.71143
[183]	validation_0-mae:6018.97461	validation_1-mae:6417.13086
[184]	validation_0-mae:6014.05908	validation_1-mae:6415.14941
[185]	validation_0-mae:6011.38135	validation_1-mae:6413.49658
[186]	validation_0-mae:6008.91553	validation_1-mae:6413.30859
[187]	validation_0-mae:6004.39404	validation_1-mae:6410.88379
[188]	validation_0-mae:6001.45898	validation_1-mae:6409.56592
[189]	validation_0-mae:5996.42822	validation_1-mae:6407.57324
[190]	validation_0-mae:5993.27539	validation_1-mae:6407.32617
[191]	validation_0-mae:5990.29932	validation_1-mae:6406.93457
[192]	validation_0-mae:5987.77490	validation_1-mae:6405.63330
[193]	validation_0-mae:5983.97607	validation_1-mae:6405.22363
[194]	validation_0-mae:5980.78516	validation_1-mae:6403.03564
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[1479]	validation_0-mae:4114.18750	validation_1-mae:5992.34277
[1480]	validation_0-mae:4113.25342	validation_1-mae:5992.66846
[1481]	validation_0-mae:4112.93994	validation_1-mae:5992.70752
[1482]	validation_0-mae:4112.47656	validation_1-mae:5992.73193
[1483]	validation_0-mae:4111.10254	validation_1-mae:5992.65576
[1484]	validation_0-mae:4110.63770	validation_1-mae:5992.52539
[1485]	validation_0-mae:4109.00879	validation_1-mae:5991.96094
[1486]	validation_0-mae:4107.50195	validation_1-mae:5992.08203
[1487]	validation_0-mae:4106.22656	validation_1-mae:5991.94189
[1488]	validation_0-mae:4105.87158	validation_1-mae:5991.96777
[1489]	validation_0-mae:4104.96777	validation_1-mae:5991.60596
[1490]	validation_0-mae:4103.29639	validation_1-mae:5991.70459
[1491]	validation_0-mae:4102.28369	validation_1-mae:5991.43066
[1492]	validation_0-mae:4101.17041	validation_1-mae:5991.20020
[1493]	validation_0-mae:4100.16357	validation_1-mae:5990.90234
[1494]	validation_0-mae:4099.45850	validation_1-mae:5991.46924
[1495]	validation_0-mae:4098.84277	validation_1-mae:5991.54688
[1496]	validation_0-mae:4097.85986	validation_1-mae:5991.30518
[1497]	validation_0-mae:4097.18603	validation_1-mae:5991.48584
[1498]	validation_0-mae:4096.11035	validation_1-mae:5991.38330
[1499]	validation_0-mae:4095.60644	validation_1-mae:5991.36377
[1500]	validation_0-mae:4095.12085	validation_1-mae:5991.37549
[1501]	validation_0-mae:4094.19165	validation_1-mae:5991.49561
[1502]	validation_0-mae:4093.11792	validation_1-mae:5991.52881
[1503]	validation_0-mae:4092.59180	validation_1-mae:5991.64941
[1504]	validation_0-mae:4091.53687	validation_1-mae:5991.72998
[1505]	validation_0-mae:4090.89624	validation_1-mae:5991.73340
[1506]	validation_0-mae:4089.57935	validation_1-mae:5991.91211
[1507]	validation_0-mae:4087.93384	validation_1-mae:5992.08789
[1508]	validation_0-mae:4086.81641	validation_1-mae:5992.19385
[1509]	validation_0-mae:4085.99731	validation_1-mae:5992.14990
[1510]	validation_0-mae:4084.94946	validation_1-mae:5991.97461
[1511]	validation_0-mae:4084.23486	validation_1-mae:5992.57764
[1512]	validation_0-mae:4083.12598	validation_1-mae:5992.93603
[1513]	validation_0-mae:4081.90454	validation_1-mae:5992.88574
[1514]	validation_0-mae:4081.45947	validation_1-mae:5993.17334
[1515]	validation_0-mae:4080.61768	validation_1-mae:5992.59277
[1516]	validation_0-mae:4080.22559	validation_1-mae:5992.75977
[1517]	validation_0-mae:4079.99365	validation_1-mae:5992.85693
[1518]	validation_0-mae:4078.74561	validation_1-mae:5992.86035
[1519]	validation_0-mae:4077.43115	validation_1-mae:5993.16846
[1520]	validation_0-mae:4076.49243	validation_1-mae:5993.08252
[1521]	validation_0-mae:4075.85571	validation_1-mae:5993.05225
[1522]	validation_0-mae:4074.54956	validation_1-mae:5992.42627
[1523]	validation_0-mae:4074.32275	validation_1-mae:5992.45410
[1524]	validation_0-mae:4072.96216	validation_1-mae:5992.54004
[1525]	validation_0-mae:4071.42993	validation_1-mae:5992.27588
[1526]	validation_0-mae:4070.41797	validation_1-mae:5992.44336
[1527]	validation_0-mae:4069.79028	validation_1-mae:5992.28564
[1528]	validation_0-mae:4069.06055	validation_1-mae:5992.31397
[1529]	validation_0-mae:4068.85938	validation_1-mae:5992.16162
[1530]	validation_0-mae:4067.44360	validation_1-mae:5992.75537
[1531]	validation_0-mae:4066.77222	validation_1-mae:5992.62793
[1532]	validation_0-mae:4065.64356	validation_1-mae:5993.06543
[1533]	validation_0-mae:4064.76465	validation_1-mae:5992.97412
[1534]	validation_0-mae:4064.44727	validation_1-mae:5993.20166
[1535]	validation_0-mae:4064.23999	validation_1-mae:5993.26611
[1536]	validation_0-mae:4063.57544	validation_1-mae:5993.45410
[1537]	validation_0-mae:4061.65381	validation_1-mae:5994.09473
[1538]	validation_0-mae:4060.71606	validation_1-mae:5994.28369
[1539]	validation_0-mae:4059.59766	validation_1-mae:5994.38574
[1540]	validation_0-mae:4059.00977	validation_1-mae:5994.46680
[1541]	validation_0-mae:4058.18042	validation_1-mae:5994.12402
[1542]	validation_0-mae:4057.54517	validation_1-mae:5994.16406
[1543]	validation_0-mae:4056.93286	validation_1-mae:5994.16406
[1544]	validation_0-mae:4056.41357	validation_1-mae:5994.16943
[1545]	validation_0-mae:4055.38794	validation_1-mae:5993.92773
[1546]	validation_0-mae:4054.89038	validation_1-mae:5993.51514
[1547]	validation_0-mae:4054.23462	validation_1-mae:5993.64404
[1548]	validation_0-mae:4053.70019	validation_1-mae:5993.33984
[1549]	validation_0-mae:4053.63769	validation_1-mae:5993.33545
[1550]	validation_0-mae:4053.05371	validation_1-mae:5993.38965
[1551]	validation_0-mae:4052.38086	validation_1-mae:5993.08643
[1552]	validation_0-mae:4051.60083	validation_1-mae:5992.59668
[1553]	validation_0-mae:4051.22168	validation_1-mae:5992.78027
[1554]	validation_0-mae:4050.73413	validation_1-mae:5992.77930
[1555]	validation_0-mae:4049.72168	validation_1-mae:5993.00147
[1556]	validation_0-mae:4049.38281	validation_1-mae:5992.96289
[1557]	validation_0-mae:4048.63769	validation_1-mae:5993.31006
[1558]	validation_0-mae:4048.29370	validation_1-mae:5993.32275
[1559]	validation_0-mae:4047.57373	validation_1-mae:5993.48193
[1560]	validation_0-mae:4047.06030	validation_1-mae:5993.69189
[1561]	validation_0-mae:4046.65356	validation_1-mae:5993.96728
[1562]	validation_0-mae:4046.02637	validation_1-mae:5994.29199
[1563]	validation_0-mae:4045.97461	validation_1-mae:5994.30859
[1564]	validation_0-mae:4045.94605	validation_1-mae:5994.35742
[1565]	validation_0-mae:4045.37939	validation_1-mae:5994.35742
[1566]	validation_0-mae:4044.74048	validation_1-mae:5994.42188
[1567]	validation_0-mae:4043.74292	validation_1-mae:5994.18506
[1568]	validation_0-mae:4042.64404	validation_1-mae:5994.27148
[1569]	validation_0-mae:4042.08350	validation_1-mae:5994.28125
[1570]	validation_0-mae:4041.12427	validation_1-mae:5994.88525
[1571]	validation_0-mae:4040.05469	validation_1-mae:5994.78711
[1572]	validation_0-mae:4039.48438	validation_1-mae:5995.06152
[1573]	validation_0-mae:4038.79053	validation_1-mae:5994.85352
[1574]	validation_0-mae:4038.06006	validation_1-mae:5995.17041
[1575]	validation_0-mae:4037.73584	validation_1-mae:5995.27441
[1576]	validation_0-mae:4037.07715	validation_1-mae:5995.39795
[1577]	validation_0-mae:4036.47876	validation_1-mae:5995.25879
[1578]	validation_0-mae:4035.72998	validation_1-mae:5995.41699
[1579]	validation_0-mae:4035.27344	validation_1-mae:5995.34863
[1580]	validation_0-mae:4033.47266	validation_1-mae:5995.46436
[1581]	validation_0-mae:4032.93726	validation_1-mae:5995.56445
[1582]	validation_0-mae:4032.40039	validation_1-mae:5995.54346
[1583]	validation_0-mae:4032.08960	validation_1-mae:5995.76904
[1584]	validation_0-mae:4031.06958	validation_1-mae:5995.23486
[1585]	validation_0-mae:4029.88843	validation_1-mae:5995.10059
[1586]	validation_0-mae:4029.17188	validation_1-mae:5994.94238
[1587]	validation_0-mae:4028.22217	validation_1-mae:5995.04932
[1588]	validation_0-mae:4027.21362	validation_1-mae:5995.16992
[1589]	validation_0-mae:4026.80518	validation_1-mae:5995.16553
[1590]	validation_0-mae:4026.05176	validation_1-mae:5995.22656
[1591]	validation_0-mae:4025.51880	validation_1-mae:5995.43066
[1592]	validation_0-mae:4024.92334	validation_1-mae:5995.61328
[1593]	validation_0-mae:4024.03662	validation_1-mae:5995.52197
[1594]	validation_0-mae:4023.24023	validation_1-mae:5995.55518
[1595]	validation_0-mae:4022.75244	validation_1-mae:5995.32617
[1596]	validation_0-mae:4022.44165	validation_1-mae:5995.51904
[1597]	validation_0-mae:4020.79590	validation_1-mae:5994.70605
[1598]	validation_0-mae:4020.07861	validation_1-mae:5994.36279
[1599]	validation_0-mae:4018.64185	validation_1-mae:5994.65430
[1600]	validation_0-mae:4017.30444	validation_1-mae:5995.03272
[1601]	validation_0-mae:4016.88232	validation_1-mae:5995.14111
[1602]	validation_0-mae:4016.50171	validation_1-mae:5995.20410
[1603]	validation_0-mae:4015.62695	validation_1-mae:5994.87988
[1604]	validation_0-mae:4014.19873	validation_1-mae:5995.13184
[1605]	validation_0-mae:4013.46045	validation_1-mae:5995.16943
[1606]	validation_0-mae:4012.89233	validation_1-mae:5995.23877
[1607]	validation_0-mae:4012.39697	validation_1-mae:5995.51660
[1608]	validation_0-mae:4011.64722	validation_1-mae:5995.51758
[1609]	validation_0-mae:4011.33057	validation_1-mae:5995.90967
[1610]	validation_0-mae:4010.80005	validation_1-mae:5996.12647
[1611]	validation_0-mae:4009.45288	validation_1-mae:5995.76953
[1612]	validation_0-mae:4008.66894	validation_1-mae:5996.20459
[1613]	validation_0-mae:4007.93335	validation_1-mae:5996.12305
[1614]	validation_0-mae:4007.42285	validation_1-mae:5996.50293
[1615]	validation_0-mae:4006.66480	validation_1-mae:5996.55566
[1616]	validation_0-mae:4006.26489	validation_1-mae:5996.53418
[1617]	validation_0-mae:4005.95483	validation_1-mae:5996.78809
[1618]	validation_0-mae:4005.04541	validation_1-mae:5996.73438
[1619]	validation_0-mae:4004.29736	validation_1-mae:5996.50391
[1620]	validation_0-mae:4003.39893	validation_1-mae:5996.27881
[1621]	validation_0-mae:4002.44653	validation_1-mae:5996.14404
[1622]	validation_0-mae:4001.52344	validation_1-mae:5996.66846
[1623]	validation_0-mae:4001.01514	validation_1-mae:5996.72607
[1624]	validation_0-mae:4000.40186	validation_1-mae:5996.92236
[1625]	validation_0-mae:3999.94849	validation_1-mae:5996.91748
[1626]	validation_0-mae:3999.24365	validation_1-mae:5997.08789
[1627]	validation_0-mae:3998.49609	validation_1-mae:5997.32227
[1628]	validation_0-mae:3997.93945	validation_1-mae:5997.26270
[1629]	validation_0-mae:3996.56128	validation_1-mae:5997.21338
[1630]	validation_0-mae:3996.23779	validation_1-mae:5997.35938
[1631]	validation_0-mae:3994.94043	validation_1-mae:5997.71826
[1632]	validation_0-mae:3994.49268	validation_1-mae:5997.50928
[1633]	validation_0-mae:3993.78174	validation_1-mae:5997.14844
[1634]	validation_0-mae:3993.11597	validation_1-mae:5997.16309
[1635]	validation_0-mae:3991.92114	validation_1-mae:5997.14062
[1636]	validation_0-mae:3991.24292	validation_1-mae:5996.82910
[1637]	validation_0-mae:3990.63306	validation_1-mae:5997.30811
[1638]	validation_0-mae:3990.08472	validation_1-mae:5997.34131
[1639]	validation_0-mae:3989.22485	validation_1-mae:5997.54150
[1640]	validation_0-mae:3988.46216	validation_1-mae:5997.65820
[1641]	validation_0-mae:3987.48926	validation_1-mae:5997.89258
[1642]	validation_0-mae:3986.48486	validation_1-mae:5998.58740
[1643]	validation_0-mae:3986.43652	validation_1-mae:5998.64795
[1644]	validation_0-mae:3985.94702	validation_1-mae:5998.80762
[1645]	validation_0-mae:3984.80273	validation_1-mae:5998.88232
[1646]	validation_0-mae:3984.03369	validation_1-mae:5999.29395
[1647]	validation_0-mae:3982.89722	validation_1-mae:5999.45410
[1648]	validation_0-mae:3981.54932	validation_1-mae:5998.64893
[1649]	validation_0-mae:3980.86670	validation_1-mae:5998.72070
[1650]	validation_0-mae:3980.18066	validation_1-mae:5998.84424
[1651]	validation_0-mae:3978.73975	validation_1-mae:5998.96875
[1652]	validation_0-mae:3977.66846	validation_1-mae:5999.37500
[1653]	validation_0-mae:3975.99316	validation_1-mae:5999.30029
[1654]	validation_0-mae:3975.51782	validation_1-mae:5999.46436
[1655]	validation_0-mae:3975.07227	validation_1-mae:5999.54834
[1656]	validation_0-mae:3974.60181	validation_1-mae:5999.36865
[1657]	validation_0-mae:3973.31470	validation_1-mae:5999.17236
[1658]	validation_0-mae:3972.41455	validation_1-mae:5999.12695
[1659]	validation_0-mae:3971.07373	validation_1-mae:5998.98633
[1660]	validation_0-mae:3970.25903	validation_1-mae:5999.33643
[1661]	validation_0-mae:3968.78418	validation_1-mae:5999.12061
[1662]	validation_0-mae:3968.23486	validation_1-mae:5999.36133
[1663]	validation_0-mae:3966.84229	validation_1-mae:5999.39258
[1664]	validation_0-mae:3966.12988	validation_1-mae:5999.21631
[1665]	validation_0-mae:3965.56689	validation_1-mae:5999.05615
[1666]	validation_0-mae:3964.71826	validation_1-mae:5999.59277
[1667]	validation_0-mae:3963.60034	validation_1-mae:5999.87402
[1668]	validation_0-mae:3962.50464	validation_1-mae:5999.71924
[1669]	validation_0-mae:3961.96704	validation_1-mae:5999.84619
[1670]	validation_0-mae:3960.68384	validation_1-mae:5999.16895
[1671]	validation_0-mae:3960.34009	validation_1-mae:5999.16406
[1672]	validation_0-mae:3960.04590	validation_1-mae:5999.17871
[1673]	validation_0-mae:3959.57227	validation_1-mae:5999.16699
[1674]	validation_0-mae:3958.54443	validation_1-mae:5999.42725
[1675]	validation_0-mae:3957.76782	validation_1-mae:5999.38965
[1676]	validation_0-mae:3957.24976	validation_1-mae:5999.35205
[1677]	validation_0-mae:3956.54492	validation_1-mae:5998.90674
[1678]	validation_0-mae:3955.83228	validation_1-mae:5998.83740
[1679]	validation_0-mae:3955.13721	validation_1-mae:5998.95117
[1680]	validation_0-mae:3954.44800	validation_1-mae:5998.74121
[1681]	validation_0-mae:3953.12817	validation_1-mae:5998.94434
[1682]	validation_0-mae:3952.20215	validation_1-mae:5999.35840
[1683]	validation_0-mae:3951.68701	validation_1-mae:5999.22119
[1684]	validation_0-mae:3951.18286	validation_1-mae:5998.94287
[1685]	validation_0-mae:3950.39819	validation_1-mae:5998.56934
[1686]	validation_0-mae:3949.88550	validation_1-mae:5998.82373
[1687]	validation_0-mae:3949.41284	validation_1-mae:5999.11377
[1688]	validation_0-mae:3948.37305	validation_1-mae:5998.89111
[1689]	validation_0-mae:3948.06909	validation_1-mae:5998.97754
[1690]	validation_0-mae:3947.10742	validation_1-mae:5999.67139
[1691]	validation_0-mae:3946.01025	validation_1-mae:5999.69189
[1692]	validation_0-mae:3945.63330	validation_1-mae:5999.78223
[1693]	validation_0-mae:3944.87231	validation_1-mae:5999.70117
[1694]	validation_0-mae:3944.23193	validation_1-mae:5999.82666
[1695]	validation_0-mae:3943.49292	validation_1-mae:6000.07568
[1696]	validation_0-mae:3942.65234	validation_1-mae:6000.36279
[1697]	validation_0-mae:3941.89307	validation_1-mae:5999.70020
[1698]	validation_0-mae:3941.28320	validation_1-mae:5999.60791
[1699]	validation_0-mae:3940.48877	validation_1-mae:5999.59473
Dropping: pierwszy
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15547.61035
[7]	validation_0-mae:14475.86523	validation_1-mae:14248.44043
[8]	validation_0-mae:13346.72363	validation_1-mae:13126.25098
[9]	validation_0-mae:12383.51367	validation_1-mae:12166.47266
[10]	validation_0-mae:11563.51367	validation_1-mae:11350.34766
[11]	validation_0-mae:10874.35449	validation_1-mae:10668.62012
[12]	validation_0-mae:10304.22168	validation_1-mae:10105.84180
[13]	validation_0-mae:9819.97461	validation_1-mae:9626.03906
[14]	validation_0-mae:9418.90527	validation_1-mae:9235.37988
[15]	validation_0-mae:9084.41894	validation_1-mae:8907.95312
[16]	validation_0-mae:8802.76660	validation_1-mae:8636.54394
[17]	validation_0-mae:8567.56836	validation_1-mae:8412.11231
[18]	validation_0-mae:8374.73828	validation_1-mae:8223.93457
[19]	validation_0-mae:8211.97070	validation_1-mae:8070.99561
[20]	validation_0-mae:8069.25439	validation_1-mae:7939.85840
[21]	validation_0-mae:7944.89600	validation_1-mae:7831.93897
[22]	validation_0-mae:7846.75684	validation_1-mae:7745.51221
[23]	validation_0-mae:7760.49268	validation_1-mae:7676.38379
[24]	validation_0-mae:7676.77881	validation_1-mae:7598.03711
[25]	validation_0-mae:7604.22461	validation_1-mae:7534.71680
[26]	validation_0-mae:7548.76855	validation_1-mae:7487.93262
[27]	validation_0-mae:7488.48926	validation_1-mae:7433.90234
[28]	validation_0-mae:7439.25342	validation_1-mae:7392.81201
[29]	validation_0-mae:7397.08154	validation_1-mae:7358.57764
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[1572]	validation_0-mae:4033.78931	validation_1-mae:5976.27637
[1573]	validation_0-mae:4033.12305	validation_1-mae:5976.20654
[1574]	validation_0-mae:4031.94165	validation_1-mae:5976.52783
[1575]	validation_0-mae:4031.31250	validation_1-mae:5976.57422
[1576]	validation_0-mae:4030.21045	validation_1-mae:5976.75342
[1577]	validation_0-mae:4029.60254	validation_1-mae:5976.94434
[1578]	validation_0-mae:4029.15820	validation_1-mae:5977.15137
[1579]	validation_0-mae:4028.29834	validation_1-mae:5977.68652
[1580]	validation_0-mae:4027.25806	validation_1-mae:5978.16211
[1581]	validation_0-mae:4026.66870	validation_1-mae:5978.06397
[1582]	validation_0-mae:4025.89844	validation_1-mae:5978.33008
[1583]	validation_0-mae:4025.10107	validation_1-mae:5978.05322
[1584]	validation_0-mae:4024.47192	validation_1-mae:5978.02686
[1585]	validation_0-mae:4023.39087	validation_1-mae:5977.47022
[1586]	validation_0-mae:4022.83081	validation_1-mae:5977.44434
[1587]	validation_0-mae:4021.80542	validation_1-mae:5977.62549
[1588]	validation_0-mae:4021.23218	validation_1-mae:5977.73193
[1589]	validation_0-mae:4020.97266	validation_1-mae:5977.85938
[1590]	validation_0-mae:4020.58472	validation_1-mae:5977.73047
[1591]	validation_0-mae:4019.60938	validation_1-mae:5977.00439
[1592]	validation_0-mae:4018.60425	validation_1-mae:5976.75830
[1593]	validation_0-mae:4018.03687	validation_1-mae:5976.66846
[1594]	validation_0-mae:4017.30884	validation_1-mae:5976.57129
[1595]	validation_0-mae:4016.17481	validation_1-mae:5976.81885
[1596]	validation_0-mae:4015.90308	validation_1-mae:5976.58887
[1597]	validation_0-mae:4015.31641	validation_1-mae:5976.47607
[1598]	validation_0-mae:4014.40503	validation_1-mae:5976.54541
[1599]	validation_0-mae:4013.64990	validation_1-mae:5976.54590
[1600]	validation_0-mae:4012.78955	validation_1-mae:5976.05225
[1601]	validation_0-mae:4011.63086	validation_1-mae:5976.00244
[1602]	validation_0-mae:4010.54541	validation_1-mae:5975.85352
[1603]	validation_0-mae:4009.27100	validation_1-mae:5975.93262
[1604]	validation_0-mae:4008.84814	validation_1-mae:5975.75049
[1605]	validation_0-mae:4007.00610	validation_1-mae:5975.66699
[1606]	validation_0-mae:4006.34692	validation_1-mae:5975.52246
[1607]	validation_0-mae:4005.67651	validation_1-mae:5975.49512
[1608]	validation_0-mae:4004.95606	validation_1-mae:5975.74219
[1609]	validation_0-mae:4003.94897	validation_1-mae:5975.16797
[1610]	validation_0-mae:4003.55420	validation_1-mae:5975.31689
[1611]	validation_0-mae:4002.60522	validation_1-mae:5975.46924
[1612]	validation_0-mae:4002.21899	validation_1-mae:5975.77100
[1613]	validation_0-mae:4001.57910	validation_1-mae:5975.69385
[1614]	validation_0-mae:4000.48657	validation_1-mae:5975.31885
[1615]	validation_0-mae:4000.15747	validation_1-mae:5974.98096
[1616]	validation_0-mae:3999.73022	validation_1-mae:5975.04248
[1617]	validation_0-mae:3999.08325	validation_1-mae:5975.03711
[1618]	validation_0-mae:3998.39282	validation_1-mae:5975.07568
[1619]	validation_0-mae:3998.18359	validation_1-mae:5975.07666
[1620]	validation_0-mae:3997.51294	validation_1-mae:5975.31982
[1621]	validation_0-mae:3996.39111	validation_1-mae:5974.98779
[1622]	validation_0-mae:3996.26269	validation_1-mae:5974.91357
[1623]	validation_0-mae:3995.26660	validation_1-mae:5974.27832
[1624]	validation_0-mae:3994.58374	validation_1-mae:5974.16748
[1625]	validation_0-mae:3993.17236	validation_1-mae:5973.92090
[1626]	validation_0-mae:3992.78223	validation_1-mae:5973.96240
[1627]	validation_0-mae:3991.95947	validation_1-mae:5973.58594
[1628]	validation_0-mae:3991.25903	validation_1-mae:5973.87061
[1629]	validation_0-mae:3990.42481	validation_1-mae:5974.32715
[1630]	validation_0-mae:3989.16577	validation_1-mae:5974.22754
[1631]	validation_0-mae:3987.74145	validation_1-mae:5974.67090
[1632]	validation_0-mae:3986.60571	validation_1-mae:5974.33887
[1633]	validation_0-mae:3985.26050	validation_1-mae:5974.67920
[1634]	validation_0-mae:3984.33203	validation_1-mae:5974.51807
[1635]	validation_0-mae:3983.69751	validation_1-mae:5974.25488
[1636]	validation_0-mae:3982.21045	validation_1-mae:5973.89551
[1637]	validation_0-mae:3981.83765	validation_1-mae:5974.05029
[1638]	validation_0-mae:3980.97998	validation_1-mae:5973.87207
[1639]	validation_0-mae:3980.36914	validation_1-mae:5974.06494
[1640]	validation_0-mae:3979.45532	validation_1-mae:5974.21533
[1641]	validation_0-mae:3978.67773	validation_1-mae:5974.46289
[1642]	validation_0-mae:3977.80176	validation_1-mae:5973.82324
[1643]	validation_0-mae:3977.10815	validation_1-mae:5973.97168
[1644]	validation_0-mae:3976.17041	validation_1-mae:5973.98779
[1645]	validation_0-mae:3975.16748	validation_1-mae:5973.44531
[1646]	validation_0-mae:3974.79492	validation_1-mae:5973.55176
[1647]	validation_0-mae:3974.07812	validation_1-mae:5973.41406
[1648]	validation_0-mae:3973.96753	validation_1-mae:5973.42480
[1649]	validation_0-mae:3972.99292	validation_1-mae:5973.47949
[1650]	validation_0-mae:3971.34741	validation_1-mae:5973.06250
[1651]	validation_0-mae:3970.90918	validation_1-mae:5973.19092
[1652]	validation_0-mae:3970.07202	validation_1-mae:5972.85840
[1653]	validation_0-mae:3969.31274	validation_1-mae:5972.47949
[1654]	validation_0-mae:3967.99609	validation_1-mae:5972.09473
[1655]	validation_0-mae:3967.57983	validation_1-mae:5972.14990
[1656]	validation_0-mae:3966.70483	validation_1-mae:5972.30908
[1657]	validation_0-mae:3964.71265	validation_1-mae:5972.67725
[1658]	validation_0-mae:3964.06396	validation_1-mae:5972.60400
[1659]	validation_0-mae:3962.96289	validation_1-mae:5972.30957
[1660]	validation_0-mae:3961.69971	validation_1-mae:5972.68066
[1661]	validation_0-mae:3960.87329	validation_1-mae:5972.49121
[1662]	validation_0-mae:3960.25098	validation_1-mae:5972.97022
[1663]	validation_0-mae:3959.51123	validation_1-mae:5972.68603
[1664]	validation_0-mae:3958.91772	validation_1-mae:5972.62842
[1665]	validation_0-mae:3957.72412	validation_1-mae:5972.87451
[1666]	validation_0-mae:3956.38355	validation_1-mae:5972.31250
[1667]	validation_0-mae:3955.53149	validation_1-mae:5971.97607
[1668]	validation_0-mae:3954.38647	validation_1-mae:5972.37793
[1669]	validation_0-mae:3953.77661	validation_1-mae:5972.88721
[1670]	validation_0-mae:3952.55054	validation_1-mae:5972.93311
[1671]	validation_0-mae:3951.80420	validation_1-mae:5972.77002
[1672]	validation_0-mae:3951.36475	validation_1-mae:5972.73193
[1673]	validation_0-mae:3950.66675	validation_1-mae:5972.46728
[1674]	validation_0-mae:3949.17529	validation_1-mae:5972.75147
[1675]	validation_0-mae:3948.33569	validation_1-mae:5973.14307
[1676]	validation_0-mae:3947.24512	validation_1-mae:5973.32764
[1677]	validation_0-mae:3946.34546	validation_1-mae:5973.08301
[1678]	validation_0-mae:3945.28345	validation_1-mae:5973.23242
[1679]	validation_0-mae:3944.36157	validation_1-mae:5973.26904
[1680]	validation_0-mae:3943.48584	validation_1-mae:5973.75098
[1681]	validation_0-mae:3943.00855	validation_1-mae:5973.83301
[1682]	validation_0-mae:3942.08716	validation_1-mae:5973.79150
[1683]	validation_0-mae:3941.37964	validation_1-mae:5973.89551
[1684]	validation_0-mae:3939.70264	validation_1-mae:5973.83594
[1685]	validation_0-mae:3938.60034	validation_1-mae:5973.88672
[1686]	validation_0-mae:3937.23193	validation_1-mae:5973.91748
[1687]	validation_0-mae:3935.99609	validation_1-mae:5973.14990
[1688]	validation_0-mae:3934.71606	validation_1-mae:5972.98633
[1689]	validation_0-mae:3933.92505	validation_1-mae:5972.85986
[1690]	validation_0-mae:3932.84497	validation_1-mae:5973.16211
[1691]	validation_0-mae:3931.61719	validation_1-mae:5973.44531
[1692]	validation_0-mae:3930.56055	validation_1-mae:5972.95752
[1693]	validation_0-mae:3929.99634	validation_1-mae:5973.10107
[1694]	validation_0-mae:3929.05884	validation_1-mae:5972.96045
[1695]	validation_0-mae:3928.24707	validation_1-mae:5972.91699
[1696]	validation_0-mae:3927.92481	validation_1-mae:5972.89209
[1697]	validation_0-mae:3927.57983	validation_1-mae:5973.14014
[1698]	validation_0-mae:3926.88843	validation_1-mae:5973.46875
[1699]	validation_0-mae:3926.42383	validation_1-mae:5973.61816
Dropping: pan
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73828	validation_1-mae:8221.81543
[19]	validation_0-mae:8211.97070	validation_1-mae:8068.87695
[20]	validation_0-mae:8069.25439	validation_1-mae:7937.74072
[21]	validation_0-mae:7944.89600	validation_1-mae:7829.82129
[22]	validation_0-mae:7846.75684	validation_1-mae:7743.39453
[23]	validation_0-mae:7760.49268	validation_1-mae:7674.26562
[24]	validation_0-mae:7676.77881	validation_1-mae:7595.91943
[25]	validation_0-mae:7604.22461	validation_1-mae:7532.59863
[26]	validation_0-mae:7548.76855	validation_1-mae:7485.81397
[27]	validation_0-mae:7488.48926	validation_1-mae:7431.78418
[28]	validation_0-mae:7439.25342	validation_1-mae:7390.69385
[29]	validation_0-mae:7397.08154	validation_1-mae:7356.52148
[30]	validation_0-mae:7361.37939	validation_1-mae:7326.05664
[31]	validation_0-mae:7320.82324	validation_1-mae:7289.51660
[32]	validation_0-mae:7292.41406	validation_1-mae:7272.04932
[33]	validation_0-mae:7264.21240	validation_1-mae:7251.42041
[34]	validation_0-mae:7233.89893	validation_1-mae:7231.46094
[35]	validation_0-mae:7202.42920	validation_1-mae:7206.81787
[36]	validation_0-mae:7185.20361	validation_1-mae:7193.40332
[37]	validation_0-mae:7167.49853	validation_1-mae:7183.38721
[38]	validation_0-mae:7142.06152	validation_1-mae:7161.88867
[39]	validation_0-mae:7120.70850	validation_1-mae:7144.75244
[40]	validation_0-mae:7102.88379	validation_1-mae:7134.38428
[41]	validation_0-mae:7086.71875	validation_1-mae:7121.98975
[42]	validation_0-mae:7069.59863	validation_1-mae:7111.24707
[43]	validation_0-mae:7049.54834	validation_1-mae:7096.86035
[44]	validation_0-mae:7037.07080	validation_1-mae:7086.07324
[45]	validation_0-mae:7011.80957	validation_1-mae:7065.62939
[46]	validation_0-mae:6988.37256	validation_1-mae:7045.83008
[47]	validation_0-mae:6972.49365	validation_1-mae:7037.76270
[48]	validation_0-mae:6947.80811	validation_1-mae:7019.28613
[49]	validation_0-mae:6933.62598	validation_1-mae:7009.23389
[50]	validation_0-mae:6915.70459	validation_1-mae:6996.30469
[51]	validation_0-mae:6900.52295	validation_1-mae:6984.03857
[52]	validation_0-mae:6889.55273	validation_1-mae:6978.56592
[53]	validation_0-mae:6875.63672	validation_1-mae:6969.02588
[54]	validation_0-mae:6865.33887	validation_1-mae:6964.60400
[55]	validation_0-mae:6847.65918	validation_1-mae:6949.06397
[56]	validation_0-mae:6830.95508	validation_1-mae:6934.60010
[57]	validation_0-mae:6822.23047	validation_1-mae:6930.46680
[58]	validation_0-mae:6810.78613	validation_1-mae:6919.97461
[59]	validation_0-mae:6795.55176	validation_1-mae:6906.63037
[60]	validation_0-mae:6783.24268	validation_1-mae:6895.74268
[61]	validation_0-mae:6770.07471	validation_1-mae:6887.17969
[62]	validation_0-mae:6758.66016	validation_1-mae:6879.90088
[63]	validation_0-mae:6750.28662	validation_1-mae:6872.43652
[64]	validation_0-mae:6736.55908	validation_1-mae:6864.52246
[65]	validation_0-mae:6724.63379	validation_1-mae:6854.80176
[66]	validation_0-mae:6714.38867	validation_1-mae:6847.14990
[67]	validation_0-mae:6697.21875	validation_1-mae:6831.84375
[68]	validation_0-mae:6684.87207	validation_1-mae:6822.41602
[69]	validation_0-mae:6677.21777	validation_1-mae:6816.00830
[70]	validation_0-mae:6668.50635	validation_1-mae:6809.68164
[71]	validation_0-mae:6655.32666	validation_1-mae:6799.43897
[72]	validation_0-mae:6643.43994	validation_1-mae:6790.00586
[73]	validation_0-mae:6635.62402	validation_1-mae:6783.92627
[74]	validation_0-mae:6621.23779	validation_1-mae:6772.41309
[75]	validation_0-mae:6614.04639	validation_1-mae:6768.72363
[76]	validation_0-mae:6605.31103	validation_1-mae:6764.27051
[77]	validation_0-mae:6595.85352	validation_1-mae:6756.49902
[78]	validation_0-mae:6585.72510	validation_1-mae:6748.18457
[79]	validation_0-mae:6576.06592	validation_1-mae:6742.62939
[80]	validation_0-mae:6567.34473	validation_1-mae:6736.63672
[81]	validation_0-mae:6555.88232	validation_1-mae:6728.82422
[82]	validation_0-mae:6550.10107	validation_1-mae:6726.27246
[83]	validation_0-mae:6539.66699	validation_1-mae:6717.90478
[84]	validation_0-mae:6529.31934	validation_1-mae:6708.53613
[85]	validation_0-mae:6519.04346	validation_1-mae:6701.88477
[86]	validation_0-mae:6510.91455	validation_1-mae:6697.45752
[87]	validation_0-mae:6506.32617	validation_1-mae:6694.60693
[88]	validation_0-mae:6496.35986	validation_1-mae:6688.54248
[89]	validation_0-mae:6491.83105	validation_1-mae:6683.24316
[90]	validation_0-mae:6482.55420	validation_1-mae:6677.27051
[91]	validation_0-mae:6478.33203	validation_1-mae:6676.02832
[92]	validation_0-mae:6467.87744	validation_1-mae:6669.65625
[93]	validation_0-mae:6458.62939	validation_1-mae:6664.55566
[94]	validation_0-mae:6449.62402	validation_1-mae:6658.40625
[95]	validation_0-mae:6445.55225	validation_1-mae:6653.18262
[96]	validation_0-mae:6437.00488	validation_1-mae:6647.55957
[97]	validation_0-mae:6430.77197	validation_1-mae:6642.79883
[98]	validation_0-mae:6422.47852	validation_1-mae:6637.02197
[99]	validation_0-mae:6418.50879	validation_1-mae:6634.83545
[100]	validation_0-mae:6414.70557	validation_1-mae:6632.53027
[101]	validation_0-mae:6407.43115	validation_1-mae:6626.66064
[102]	validation_0-mae:6402.59082	validation_1-mae:6623.45264
[103]	validation_0-mae:6394.72852	validation_1-mae:6616.74609
[104]	validation_0-mae:6387.31250	validation_1-mae:6611.93066
[105]	validation_0-mae:6381.08154	validation_1-mae:6608.39941
[106]	validation_0-mae:6376.10400	validation_1-mae:6606.46240
[107]	validation_0-mae:6369.99170	validation_1-mae:6600.93164
[108]	validation_0-mae:6367.69385	validation_1-mae:6598.92725
[109]	validation_0-mae:6360.99707	validation_1-mae:6595.85742
[110]	validation_0-mae:6355.76074	validation_1-mae:6590.64795
[111]	validation_0-mae:6350.40576	validation_1-mae:6586.58887
[112]	validation_0-mae:6344.52637	validation_1-mae:6582.19629
[113]	validation_0-mae:6334.18603	validation_1-mae:6576.69531
[114]	validation_0-mae:6325.86572	validation_1-mae:6570.58398
[115]	validation_0-mae:6318.28809	validation_1-mae:6564.88086
[116]	validation_0-mae:6314.47998	validation_1-mae:6562.73535
[117]	validation_0-mae:6311.11035	validation_1-mae:6561.08447
[118]	validation_0-mae:6306.60986	validation_1-mae:6558.01807
[119]	validation_0-mae:6302.72559	validation_1-mae:6555.81055
[120]	validation_0-mae:6297.17725	validation_1-mae:6554.24902
[121]	validation_0-mae:6293.24512	validation_1-mae:6551.58203
[122]	validation_0-mae:6284.91553	validation_1-mae:6543.67969
[123]	validation_0-mae:6277.78223	validation_1-mae:6538.65478
[124]	validation_0-mae:6272.34522	validation_1-mae:6535.94043
[125]	validation_0-mae:6270.42285	validation_1-mae:6534.70166
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[1665]	validation_0-mae:3957.23438	validation_1-mae:5985.58252
[1666]	validation_0-mae:3956.24414	validation_1-mae:5985.95654
[1667]	validation_0-mae:3955.83887	validation_1-mae:5986.12109
[1668]	validation_0-mae:3955.06372	validation_1-mae:5986.54102
[1669]	validation_0-mae:3953.91846	validation_1-mae:5986.31689
[1670]	validation_0-mae:3953.16333	validation_1-mae:5986.11719
[1671]	validation_0-mae:3952.82373	validation_1-mae:5986.19141
[1672]	validation_0-mae:3952.01807	validation_1-mae:5986.07617
[1673]	validation_0-mae:3951.41382	validation_1-mae:5986.08057
[1674]	validation_0-mae:3950.94385	validation_1-mae:5986.01465
[1675]	validation_0-mae:3950.17188	validation_1-mae:5986.03662
[1676]	validation_0-mae:3949.53345	validation_1-mae:5985.68457
[1677]	validation_0-mae:3949.08960	validation_1-mae:5985.78857
[1678]	validation_0-mae:3948.26880	validation_1-mae:5986.05664
[1679]	validation_0-mae:3947.45581	validation_1-mae:5985.86279
[1680]	validation_0-mae:3946.55347	validation_1-mae:5985.59522
[1681]	validation_0-mae:3945.88159	validation_1-mae:5985.79004
[1682]	validation_0-mae:3945.01709	validation_1-mae:5985.97119
[1683]	validation_0-mae:3944.17481	validation_1-mae:5986.04346
[1684]	validation_0-mae:3943.63355	validation_1-mae:5985.69531
[1685]	validation_0-mae:3943.31104	validation_1-mae:5985.74365
[1686]	validation_0-mae:3942.56152	validation_1-mae:5985.98877
[1687]	validation_0-mae:3941.39600	validation_1-mae:5986.04639
[1688]	validation_0-mae:3940.59619	validation_1-mae:5985.86475
[1689]	validation_0-mae:3939.95923	validation_1-mae:5985.92676
[1690]	validation_0-mae:3939.48950	validation_1-mae:5986.01318
[1691]	validation_0-mae:3938.42163	validation_1-mae:5985.82275
[1692]	validation_0-mae:3938.10571	validation_1-mae:5985.82275
[1693]	validation_0-mae:3937.56860	validation_1-mae:5985.51465
[1694]	validation_0-mae:3937.09082	validation_1-mae:5985.39502
[1695]	validation_0-mae:3936.34155	validation_1-mae:5985.22461
[1696]	validation_0-mae:3935.72827	validation_1-mae:5985.01025
[1697]	validation_0-mae:3935.09546	validation_1-mae:5984.88770
[1698]	validation_0-mae:3934.26269	validation_1-mae:5985.25244
[1699]	validation_0-mae:3933.46582	validation_1-mae:5984.94141
Dropping: con
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73828	validation_1-mae:8221.81543
[19]	validation_0-mae:8211.97070	validation_1-mae:8068.87695
[20]	validation_0-mae:8069.25439	validation_1-mae:7937.98145
[21]	validation_0-mae:7944.89600	validation_1-mae:7830.06201
[22]	validation_0-mae:7846.75684	validation_1-mae:7744.16943
[23]	validation_0-mae:7760.49268	validation_1-mae:7675.04102
[24]	validation_0-mae:7676.77881	validation_1-mae:7596.69434
[25]	validation_0-mae:7604.22461	validation_1-mae:7533.37402
[26]	validation_0-mae:7548.76855	validation_1-mae:7486.58984
[27]	validation_0-mae:7488.48926	validation_1-mae:7432.33691
[28]	validation_0-mae:7439.25342	validation_1-mae:7391.24658
[29]	validation_0-mae:7397.08154	validation_1-mae:7357.07471
[30]	validation_0-mae:7361.37939	validation_1-mae:7326.60938
[31]	validation_0-mae:7320.82324	validation_1-mae:7290.06885
[32]	validation_0-mae:7292.41406	validation_1-mae:7272.60205
[33]	validation_0-mae:7264.21240	validation_1-mae:7251.97266
[34]	validation_0-mae:7233.89893	validation_1-mae:7232.01367
[35]	validation_0-mae:7202.42920	validation_1-mae:7207.37061
[36]	validation_0-mae:7185.20361	validation_1-mae:7193.95557
[37]	validation_0-mae:7167.49853	validation_1-mae:7183.94043
[38]	validation_0-mae:7142.06152	validation_1-mae:7162.44141
[39]	validation_0-mae:7120.70850	validation_1-mae:7145.30518
[40]	validation_0-mae:7102.88379	validation_1-mae:7134.93701
[41]	validation_0-mae:7086.71875	validation_1-mae:7122.54297
[42]	validation_0-mae:7069.59863	validation_1-mae:7111.80029
[43]	validation_0-mae:7049.54834	validation_1-mae:7098.00098
[44]	validation_0-mae:7037.07080	validation_1-mae:7087.21436
[45]	validation_0-mae:7011.81006	validation_1-mae:7066.77100
[46]	validation_0-mae:6988.37256	validation_1-mae:7046.97168
[47]	validation_0-mae:6972.49365	validation_1-mae:7038.90381
[48]	validation_0-mae:6947.80811	validation_1-mae:7020.42725
[49]	validation_0-mae:6933.62598	validation_1-mae:7010.37500
[50]	validation_0-mae:6915.70459	validation_1-mae:6997.44629
[51]	validation_0-mae:6900.52295	validation_1-mae:6985.17969
[52]	validation_0-mae:6889.55273	validation_1-mae:6979.70752
[53]	validation_0-mae:6875.63672	validation_1-mae:6970.16650
[54]	validation_0-mae:6865.33887	validation_1-mae:6965.74512
[55]	validation_0-mae:6847.65918	validation_1-mae:6950.20508
[56]	validation_0-mae:6830.95508	validation_1-mae:6935.74170
[57]	validation_0-mae:6822.23047	validation_1-mae:6931.60840
[58]	validation_0-mae:6810.78613	validation_1-mae:6921.11523
[59]	validation_0-mae:6795.55176	validation_1-mae:6907.77148
[60]	validation_0-mae:6783.24268	validation_1-mae:6896.88330
[61]	validation_0-mae:6770.07471	validation_1-mae:6888.32080
[62]	validation_0-mae:6758.66016	validation_1-mae:6881.04150
[63]	validation_0-mae:6750.28662	validation_1-mae:6873.57764
[64]	validation_0-mae:6736.55908	validation_1-mae:6866.15137
[65]	validation_0-mae:6724.63379	validation_1-mae:6856.43066
[66]	validation_0-mae:6714.38867	validation_1-mae:6848.77930
[67]	validation_0-mae:6697.21875	validation_1-mae:6833.47314
[68]	validation_0-mae:6684.79541	validation_1-mae:6824.06738
[69]	validation_0-mae:6677.14111	validation_1-mae:6817.65869
[70]	validation_0-mae:6668.42969	validation_1-mae:6811.14062
[71]	validation_0-mae:6655.24805	validation_1-mae:6800.89746
[72]	validation_0-mae:6643.36182	validation_1-mae:6791.46289
[73]	validation_0-mae:6635.54541	validation_1-mae:6785.49512
[74]	validation_0-mae:6621.15869	validation_1-mae:6774.14258
[75]	validation_0-mae:6613.96728	validation_1-mae:6770.45215
[76]	validation_0-mae:6605.22998	validation_1-mae:6765.99902
[77]	validation_0-mae:6595.77393	validation_1-mae:6758.22607
[78]	validation_0-mae:6585.64551	validation_1-mae:6749.91211
[79]	validation_0-mae:6575.98682	validation_1-mae:6744.74072
[80]	validation_0-mae:6567.26465	validation_1-mae:6738.74365
[81]	validation_0-mae:6555.80371	validation_1-mae:6730.93018
[82]	validation_0-mae:6550.02246	validation_1-mae:6728.37939
[83]	validation_0-mae:6539.61426	validation_1-mae:6719.98389
[84]	validation_0-mae:6529.26709	validation_1-mae:6710.61523
[85]	validation_0-mae:6518.99121	validation_1-mae:6703.96387
[86]	validation_0-mae:6511.02002	validation_1-mae:6699.64893
[87]	validation_0-mae:6506.43018	validation_1-mae:6696.79834
[88]	validation_0-mae:6496.45996	validation_1-mae:6690.72852
[89]	validation_0-mae:6489.98047	validation_1-mae:6686.19189
[90]	validation_0-mae:6485.85938	validation_1-mae:6682.39111
[91]	validation_0-mae:6474.38037	validation_1-mae:6673.07666
[92]	validation_0-mae:6465.73877	validation_1-mae:6668.69629
[93]	validation_0-mae:6461.64941	validation_1-mae:6666.51221
[94]	validation_0-mae:6454.59228	validation_1-mae:6661.67139
[95]	validation_0-mae:6444.29736	validation_1-mae:6653.16260
[96]	validation_0-mae:6433.25049	validation_1-mae:6644.80908
[97]	validation_0-mae:6422.86914	validation_1-mae:6639.42139
[98]	validation_0-mae:6418.43555	validation_1-mae:6636.92871
[99]	validation_0-mae:6412.31103	validation_1-mae:6632.18359
[100]	validation_0-mae:6405.91699	validation_1-mae:6629.29150
[101]	validation_0-mae:6395.82764	validation_1-mae:6622.62451
[102]	validation_0-mae:6394.11621	validation_1-mae:6620.89941
[103]	validation_0-mae:6388.54297	validation_1-mae:6618.73486
[104]	validation_0-mae:6382.18311	validation_1-mae:6615.07275
[105]	validation_0-mae:6375.38623	validation_1-mae:6611.03369
[106]	validation_0-mae:6369.09033	validation_1-mae:6607.10400
[107]	validation_0-mae:6367.33496	validation_1-mae:6605.74121
[108]	validation_0-mae:6361.07080	validation_1-mae:6601.09424
[109]	validation_0-mae:6353.81885	validation_1-mae:6597.72510
[110]	validation_0-mae:6349.09228	validation_1-mae:6593.67285
[111]	validation_0-mae:6340.70703	validation_1-mae:6588.18457
[112]	validation_0-mae:6335.48242	validation_1-mae:6584.20068
[113]	validation_0-mae:6326.88037	validation_1-mae:6576.37744
[114]	validation_0-mae:6321.68994	validation_1-mae:6573.95166
[115]	validation_0-mae:6314.20312	validation_1-mae:6569.33984
[116]	validation_0-mae:6307.93311	validation_1-mae:6564.78272
[117]	validation_0-mae:6303.72754	validation_1-mae:6561.66162
[118]	validation_0-mae:6299.56494	validation_1-mae:6560.36816
[119]	validation_0-mae:6290.54980	validation_1-mae:6553.62793
[120]	validation_0-mae:6289.39111	validation_1-mae:6552.94336
[121]	validation_0-mae:6283.14404	validation_1-mae:6549.73242
[122]	validation_0-mae:6277.28027	validation_1-mae:6545.87744
[123]	validation_0-mae:6273.64209	validation_1-mae:6543.64551
[124]	validation_0-mae:6269.43213	validation_1-mae:6541.90674
[125]	validation_0-mae:6263.68603	validation_1-mae:6537.00928
[126]	validation_0-mae:6260.49365	validation_1-mae:6535.78711
[127]	validation_0-mae:6254.76953	validation_1-mae:6531.73682
[128]	validation_0-mae:6247.04395	validation_1-mae:6527.44043
[129]	validation_0-mae:6241.19727	validation_1-mae:6524.55664
[130]	validation_0-mae:6235.21582	validation_1-mae:6520.67822
[131]	validation_0-mae:6233.55566	validation_1-mae:6519.79297
[132]	validation_0-mae:6230.04004	validation_1-mae:6519.24658
[133]	validation_0-mae:6222.28906	validation_1-mae:6511.22363
[134]	validation_0-mae:6216.60498	validation_1-mae:6509.04883
[135]	validation_0-mae:6212.63525	validation_1-mae:6506.26367
[136]	validation_0-mae:6207.01172	validation_1-mae:6503.45654
[137]	validation_0-mae:6204.79199	validation_1-mae:6502.68945
[138]	validation_0-mae:6200.70557	validation_1-mae:6500.78076
[139]	validation_0-mae:6196.08545	validation_1-mae:6497.03564
[140]	validation_0-mae:6194.98730	validation_1-mae:6495.79932
[141]	validation_0-mae:6188.86182	validation_1-mae:6491.76465
[142]	validation_0-mae:6182.84033	validation_1-mae:6486.51221
[143]	validation_0-mae:6177.58252	validation_1-mae:6482.50879
[144]	validation_0-mae:6170.98486	validation_1-mae:6479.68018
[145]	validation_0-mae:6167.31543	validation_1-mae:6479.66113
[146]	validation_0-mae:6164.46777	validation_1-mae:6479.00635
[147]	validation_0-mae:6160.04980	validation_1-mae:6476.16943
[148]	validation_0-mae:6157.29883	validation_1-mae:6476.06543
[149]	validation_0-mae:6154.69873	validation_1-mae:6475.50830
[150]	validation_0-mae:6152.41406	validation_1-mae:6474.15039
[151]	validation_0-mae:6149.11279	validation_1-mae:6472.67969
[152]	validation_0-mae:6144.65283	validation_1-mae:6470.35059
[153]	validation_0-mae:6140.21289	validation_1-mae:6468.69873
[154]	validation_0-mae:6136.98291	validation_1-mae:6465.61963
[155]	validation_0-mae:6135.26465	validation_1-mae:6464.95947
[156]	validation_0-mae:6129.42334	validation_1-mae:6462.44580
[157]	validation_0-mae:6125.70361	validation_1-mae:6460.71143
[158]	validation_0-mae:6121.32764	validation_1-mae:6458.49902
[159]	validation_0-mae:6114.56348	validation_1-mae:6454.25098
[160]	validation_0-mae:6111.27930	validation_1-mae:6453.67432
[161]	validation_0-mae:6105.33398	validation_1-mae:6448.62891
[162]	validation_0-mae:6098.36133	validation_1-mae:6442.65527
[163]	validation_0-mae:6093.85889	validation_1-mae:6440.05908
[164]	validation_0-mae:6092.16211	validation_1-mae:6439.64746
[165]	validation_0-mae:6090.81592	validation_1-mae:6439.47363
[166]	validation_0-mae:6084.85840	validation_1-mae:6435.54883
[167]	validation_0-mae:6081.42578	validation_1-mae:6435.05566
[168]	validation_0-mae:6078.07861	validation_1-mae:6433.99853
[169]	validation_0-mae:6074.00732	validation_1-mae:6432.81934
[170]	validation_0-mae:6071.22266	validation_1-mae:6430.93799
[171]	validation_0-mae:6066.97314	validation_1-mae:6428.66113
[172]	validation_0-mae:6064.81934	validation_1-mae:6427.69238
[173]	validation_0-mae:6058.51270	validation_1-mae:6424.59326
[174]	validation_0-mae:6055.78125	validation_1-mae:6423.03467
[175]	validation_0-mae:6053.07812	validation_1-mae:6422.30176
[176]	validation_0-mae:6050.57520	validation_1-mae:6420.83447
[177]	validation_0-mae:6046.00293	validation_1-mae:6419.53076
[178]	validation_0-mae:6042.67822	validation_1-mae:6417.05127
[179]	validation_0-mae:6039.86768	validation_1-mae:6415.66113
[180]	validation_0-mae:6036.77197	validation_1-mae:6414.67725
[181]	validation_0-mae:6032.47559	validation_1-mae:6411.54639
[182]	validation_0-mae:6025.92969	validation_1-mae:6406.71875
[183]	validation_0-mae:6022.47949	validation_1-mae:6405.53223
[184]	validation_0-mae:6021.92627	validation_1-mae:6404.85547
[185]	validation_0-mae:6018.78027	validation_1-mae:6403.54346
[186]	validation_0-mae:6013.85547	validation_1-mae:6399.78223
[187]	validation_0-mae:6009.14600	validation_1-mae:6398.64941
[188]	validation_0-mae:6006.69287	validation_1-mae:6398.08057
[189]	validation_0-mae:6004.92236	validation_1-mae:6398.01025
[190]	validation_0-mae:6002.72168	validation_1-mae:6396.95459
[191]	validation_0-mae:6000.66943	validation_1-mae:6396.48779
[192]	validation_0-mae:5997.71924	validation_1-mae:6396.35107
[193]	validation_0-mae:5992.81494	validation_1-mae:6394.39746
[194]	validation_0-mae:5988.95801	validation_1-mae:6392.68897
[195]	validation_0-mae:5985.65869	validation_1-mae:6391.96338
[196]	validation_0-mae:5980.75098	validation_1-mae:6390.43359
[197]	validation_0-mae:5979.02637	validation_1-mae:6389.41602
[198]	validation_0-mae:5976.17969	validation_1-mae:6387.73438
[199]	validation_0-mae:5970.75439	validation_1-mae:6383.26758
[200]	validation_0-mae:5966.57568	validation_1-mae:6381.40478
[201]	validation_0-mae:5962.13184	validation_1-mae:6380.00195
[202]	validation_0-mae:5960.72803	validation_1-mae:6378.79980
[203]	validation_0-mae:5956.93506	validation_1-mae:6377.09375
[204]	validation_0-mae:5953.33203	validation_1-mae:6375.44824
[205]	validation_0-mae:5947.92383	validation_1-mae:6372.36230
[206]	validation_0-mae:5945.55566	validation_1-mae:6370.82666
[207]	validation_0-mae:5942.58496	validation_1-mae:6369.73682
[208]	validation_0-mae:5934.77051	validation_1-mae:6364.70117
[209]	validation_0-mae:5931.44678	validation_1-mae:6363.92920
[210]	validation_0-mae:5930.28125	validation_1-mae:6363.30078
[211]	validation_0-mae:5927.28711	validation_1-mae:6363.06934
[212]	validation_0-mae:5926.09375	validation_1-mae:6363.03516
[213]	validation_0-mae:5921.23633	validation_1-mae:6360.60498
[214]	validation_0-mae:5918.21924	validation_1-mae:6359.67188
[215]	validation_0-mae:5913.69043	validation_1-mae:6357.23828
[216]	validation_0-mae:5907.55713	validation_1-mae:6355.09570
[217]	validation_0-mae:5904.39844	validation_1-mae:6353.74951
[218]	validation_0-mae:5902.24170	validation_1-mae:6353.38721
[219]	validation_0-mae:5899.01172	validation_1-mae:6352.24707
[220]	validation_0-mae:5897.69824	validation_1-mae:6352.22412
[221]	validation_0-mae:5894.70410	validation_1-mae:6350.69873
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[1508]	validation_0-mae:4061.10303	validation_1-mae:5995.46728
[1509]	validation_0-mae:4059.78076	validation_1-mae:5995.38379
[1510]	validation_0-mae:4059.35644	validation_1-mae:5995.58203
[1511]	validation_0-mae:4058.38379	validation_1-mae:5995.52441
[1512]	validation_0-mae:4057.95068	validation_1-mae:5995.45166
[1513]	validation_0-mae:4057.11035	validation_1-mae:5995.65772
[1514]	validation_0-mae:4056.35571	validation_1-mae:5995.79639
[1515]	validation_0-mae:4055.32544	validation_1-mae:5996.10645
[1516]	validation_0-mae:4054.96606	validation_1-mae:5996.06348
[1517]	validation_0-mae:4054.21045	validation_1-mae:5995.76514
[1518]	validation_0-mae:4053.22534	validation_1-mae:5995.97559
[1519]	validation_0-mae:4052.33374	validation_1-mae:5996.08008
[1520]	validation_0-mae:4051.69971	validation_1-mae:5996.58887
[1521]	validation_0-mae:4050.90625	validation_1-mae:5996.63916
[1522]	validation_0-mae:4049.85181	validation_1-mae:5996.34912
[1523]	validation_0-mae:4049.67993	validation_1-mae:5996.34326
[1524]	validation_0-mae:4048.79981	validation_1-mae:5996.19629
[1525]	validation_0-mae:4048.17139	validation_1-mae:5996.48145
[1526]	validation_0-mae:4047.63013	validation_1-mae:5996.31201
[1527]	validation_0-mae:4046.81494	validation_1-mae:5996.31397
[1528]	validation_0-mae:4046.02295	validation_1-mae:5995.95557
[1529]	validation_0-mae:4045.45996	validation_1-mae:5995.94727
[1530]	validation_0-mae:4044.63110	validation_1-mae:5995.66504
[1531]	validation_0-mae:4043.41064	validation_1-mae:5995.46289
[1532]	validation_0-mae:4042.36694	validation_1-mae:5995.72119
[1533]	validation_0-mae:4041.73291	validation_1-mae:5995.50879
[1534]	validation_0-mae:4041.10840	validation_1-mae:5995.38770
[1535]	validation_0-mae:4040.03589	validation_1-mae:5995.43359
[1536]	validation_0-mae:4038.74487	validation_1-mae:5995.68359
[1537]	validation_0-mae:4038.11011	validation_1-mae:5995.78369
[1538]	validation_0-mae:4036.89233	validation_1-mae:5995.82471
[1539]	validation_0-mae:4035.48901	validation_1-mae:5995.19727
[1540]	validation_0-mae:4035.00659	validation_1-mae:5995.32764
[1541]	validation_0-mae:4034.37451	validation_1-mae:5995.02539
[1542]	validation_0-mae:4032.29639	validation_1-mae:5994.16602
[1543]	validation_0-mae:4031.49927	validation_1-mae:5994.21387
[1544]	validation_0-mae:4030.11645	validation_1-mae:5993.77588
[1545]	validation_0-mae:4029.48462	validation_1-mae:5993.60352
[1546]	validation_0-mae:4028.66577	validation_1-mae:5993.50879
[1547]	validation_0-mae:4027.87183	validation_1-mae:5993.27295
[1548]	validation_0-mae:4026.84937	validation_1-mae:5993.12012
[1549]	validation_0-mae:4026.36231	validation_1-mae:5993.35156
[1550]	validation_0-mae:4026.08911	validation_1-mae:5993.24658
[1551]	validation_0-mae:4025.72754	validation_1-mae:5993.32861
[1552]	validation_0-mae:4025.26001	validation_1-mae:5993.63232
[1553]	validation_0-mae:4024.62231	validation_1-mae:5993.93408
[1554]	validation_0-mae:4024.30469	validation_1-mae:5994.10547
[1555]	validation_0-mae:4023.60693	validation_1-mae:5994.21338
[1556]	validation_0-mae:4023.07837	validation_1-mae:5994.34180
[1557]	validation_0-mae:4022.65698	validation_1-mae:5994.15186
[1558]	validation_0-mae:4021.93457	validation_1-mae:5994.00342
[1559]	validation_0-mae:4021.70190	validation_1-mae:5994.04590
[1560]	validation_0-mae:4021.47681	validation_1-mae:5993.93848
[1561]	validation_0-mae:4021.43042	validation_1-mae:5993.98682
[1562]	validation_0-mae:4020.80127	validation_1-mae:5994.02197
[1563]	validation_0-mae:4019.47534	validation_1-mae:5993.70850
[1564]	validation_0-mae:4018.62231	validation_1-mae:5993.89648
[1565]	validation_0-mae:4017.42310	validation_1-mae:5993.91504
[1566]	validation_0-mae:4016.35132	validation_1-mae:5994.32373
[1567]	validation_0-mae:4015.32495	validation_1-mae:5994.08691
[1568]	validation_0-mae:4014.53589	validation_1-mae:5993.56348
[1569]	validation_0-mae:4014.39087	validation_1-mae:5993.60596
[1570]	validation_0-mae:4013.74145	validation_1-mae:5993.60400
[1571]	validation_0-mae:4012.66577	validation_1-mae:5993.42773
[1572]	validation_0-mae:4011.72803	validation_1-mae:5993.43359
[1573]	validation_0-mae:4009.92749	validation_1-mae:5993.23096
[1574]	validation_0-mae:4008.56299	validation_1-mae:5993.07471
[1575]	validation_0-mae:4008.19434	validation_1-mae:5993.24170
[1576]	validation_0-mae:4006.93311	validation_1-mae:5993.81885
[1577]	validation_0-mae:4006.56787	validation_1-mae:5993.93603
[1578]	validation_0-mae:4005.58740	validation_1-mae:5993.79980
[1579]	validation_0-mae:4004.64722	validation_1-mae:5993.58789
[1580]	validation_0-mae:4004.23120	validation_1-mae:5993.29980
[1581]	validation_0-mae:4003.62720	validation_1-mae:5993.82422
[1582]	validation_0-mae:4002.93140	validation_1-mae:5993.64746
[1583]	validation_0-mae:4001.86938	validation_1-mae:5993.63721
[1584]	validation_0-mae:4000.68945	validation_1-mae:5993.53662
[1585]	validation_0-mae:4000.13208	validation_1-mae:5993.45703
[1586]	validation_0-mae:3999.29272	validation_1-mae:5993.51514
[1587]	validation_0-mae:3998.44141	validation_1-mae:5993.35352
[1588]	validation_0-mae:3996.85644	validation_1-mae:5993.13135
[1589]	validation_0-mae:3995.86987	validation_1-mae:5992.85840
[1590]	validation_0-mae:3995.27954	validation_1-mae:5993.08496
[1591]	validation_0-mae:3994.96094	validation_1-mae:5993.08252
[1592]	validation_0-mae:3994.39746	validation_1-mae:5993.08887
[1593]	validation_0-mae:3993.41431	validation_1-mae:5993.52539
[1594]	validation_0-mae:3992.25879	validation_1-mae:5993.12256
[1595]	validation_0-mae:3991.39307	validation_1-mae:5993.83545
[1596]	validation_0-mae:3990.30029	validation_1-mae:5993.79834
[1597]	validation_0-mae:3989.56348	validation_1-mae:5994.06445
[1598]	validation_0-mae:3988.76269	validation_1-mae:5994.09473
[1599]	validation_0-mae:3987.94995	validation_1-mae:5993.91113
[1600]	validation_0-mae:3987.19336	validation_1-mae:5994.24072
[1601]	validation_0-mae:3986.34839	validation_1-mae:5994.04639
[1602]	validation_0-mae:3985.72070	validation_1-mae:5994.00391
[1603]	validation_0-mae:3985.11792	validation_1-mae:5994.07324
[1604]	validation_0-mae:3984.21655	validation_1-mae:5994.25293
[1605]	validation_0-mae:3983.36279	validation_1-mae:5993.76855
[1606]	validation_0-mae:3982.74561	validation_1-mae:5993.95996
[1607]	validation_0-mae:3982.32788	validation_1-mae:5994.14600
[1608]	validation_0-mae:3981.15942	validation_1-mae:5994.37451
[1609]	validation_0-mae:3980.12500	validation_1-mae:5994.37793
[1610]	validation_0-mae:3978.90649	validation_1-mae:5994.09912
[1611]	validation_0-mae:3977.55713	validation_1-mae:5994.38281
[1612]	validation_0-mae:3977.12720	validation_1-mae:5994.47656
[1613]	validation_0-mae:3976.29883	validation_1-mae:5994.60303
[1614]	validation_0-mae:3975.65601	validation_1-mae:5994.46094
[1615]	validation_0-mae:3975.10303	validation_1-mae:5994.42529
[1616]	validation_0-mae:3974.82324	validation_1-mae:5994.42090
[1617]	validation_0-mae:3974.43433	validation_1-mae:5994.32764
[1618]	validation_0-mae:3973.52368	validation_1-mae:5994.44092
[1619]	validation_0-mae:3973.34644	validation_1-mae:5994.45020
[1620]	validation_0-mae:3972.42114	validation_1-mae:5994.58252
[1621]	validation_0-mae:3972.04517	validation_1-mae:5994.57031
[1622]	validation_0-mae:3970.23828	validation_1-mae:5995.44775
[1623]	validation_0-mae:3969.94531	validation_1-mae:5995.47461
[1624]	validation_0-mae:3969.22363	validation_1-mae:5995.68897
[1625]	validation_0-mae:3968.74658	validation_1-mae:5995.70947
[1626]	validation_0-mae:3967.61621	validation_1-mae:5995.92041
[1627]	validation_0-mae:3966.79956	validation_1-mae:5995.76904
[1628]	validation_0-mae:3965.96143	validation_1-mae:5996.29150
[1629]	validation_0-mae:3965.36426	validation_1-mae:5996.33008
[1630]	validation_0-mae:3964.79932	validation_1-mae:5996.49658
[1631]	validation_0-mae:3964.20483	validation_1-mae:5996.54346
[1632]	validation_0-mae:3962.86670	validation_1-mae:5996.23584
[1633]	validation_0-mae:3961.69971	validation_1-mae:5996.48828
[1634]	validation_0-mae:3961.01856	validation_1-mae:5996.37891
[1635]	validation_0-mae:3959.89722	validation_1-mae:5995.49365
[1636]	validation_0-mae:3958.91064	validation_1-mae:5995.44141
[1637]	validation_0-mae:3958.28906	validation_1-mae:5995.63379
[1638]	validation_0-mae:3957.63769	validation_1-mae:5995.39990
[1639]	validation_0-mae:3957.01196	validation_1-mae:5995.19434
[1640]	validation_0-mae:3956.35059	validation_1-mae:5995.31055
[1641]	validation_0-mae:3955.83716	validation_1-mae:5995.55713
[1642]	validation_0-mae:3954.94043	validation_1-mae:5995.70410
[1643]	validation_0-mae:3954.03149	validation_1-mae:5995.94727
[1644]	validation_0-mae:3953.10596	validation_1-mae:5996.16211
[1645]	validation_0-mae:3952.36523	validation_1-mae:5996.24658
[1646]	validation_0-mae:3951.83984	validation_1-mae:5996.15527
[1647]	validation_0-mae:3950.79443	validation_1-mae:5996.05762
[1648]	validation_0-mae:3949.29639	validation_1-mae:5995.92920
[1649]	validation_0-mae:3948.30811	validation_1-mae:5995.21924
[1650]	validation_0-mae:3947.44751	validation_1-mae:5994.82959
[1651]	validation_0-mae:3947.06812	validation_1-mae:5994.95215
[1652]	validation_0-mae:3946.30078	validation_1-mae:5994.57324
[1653]	validation_0-mae:3945.07983	validation_1-mae:5994.32666
[1654]	validation_0-mae:3944.52222	validation_1-mae:5994.19678
[1655]	validation_0-mae:3944.11377	validation_1-mae:5994.23193
[1656]	validation_0-mae:3943.15698	validation_1-mae:5993.91553
[1657]	validation_0-mae:3942.65625	validation_1-mae:5994.28662
[1658]	validation_0-mae:3941.76001	validation_1-mae:5994.02100
[1659]	validation_0-mae:3941.28760	validation_1-mae:5994.13623
[1660]	validation_0-mae:3940.85547	validation_1-mae:5994.28223
[1661]	validation_0-mae:3939.96265	validation_1-mae:5994.28272
[1662]	validation_0-mae:3939.05444	validation_1-mae:5994.22168
[1663]	validation_0-mae:3938.43921	validation_1-mae:5993.93018
[1664]	validation_0-mae:3937.92334	validation_1-mae:5993.74805
[1665]	validation_0-mae:3937.46045	validation_1-mae:5993.74561
[1666]	validation_0-mae:3936.82739	validation_1-mae:5993.50342
[1667]	validation_0-mae:3935.97730	validation_1-mae:5993.98975
[1668]	validation_0-mae:3935.89770	validation_1-mae:5993.94580
[1669]	validation_0-mae:3935.42432	validation_1-mae:5993.74805
[1670]	validation_0-mae:3934.37085	validation_1-mae:5993.20215
[1671]	validation_0-mae:3933.27148	validation_1-mae:5994.02832
[1672]	validation_0-mae:3932.42358	validation_1-mae:5993.76660
[1673]	validation_0-mae:3931.23120	validation_1-mae:5993.66992
[1674]	validation_0-mae:3930.82739	validation_1-mae:5993.72314
[1675]	validation_0-mae:3930.21460	validation_1-mae:5993.87353
[1676]	validation_0-mae:3929.86353	validation_1-mae:5993.85645
[1677]	validation_0-mae:3929.38184	validation_1-mae:5993.98047
[1678]	validation_0-mae:3928.06421	validation_1-mae:5993.80078
[1679]	validation_0-mae:3927.45093	validation_1-mae:5993.91650
[1680]	validation_0-mae:3926.77441	validation_1-mae:5994.16846
[1681]	validation_0-mae:3926.59619	validation_1-mae:5994.03125
[1682]	validation_0-mae:3925.86572	validation_1-mae:5993.93945
[1683]	validation_0-mae:3925.71899	validation_1-mae:5994.05029
[1684]	validation_0-mae:3925.34351	validation_1-mae:5993.73047
[1685]	validation_0-mae:3924.41162	validation_1-mae:5993.40723
[1686]	validation_0-mae:3923.21655	validation_1-mae:5993.51123
[1687]	validation_0-mae:3922.48682	validation_1-mae:5993.34375
[1688]	validation_0-mae:3921.93921	validation_1-mae:5993.89502
[1689]	validation_0-mae:3920.94434	validation_1-mae:5993.81787
[1690]	validation_0-mae:3920.27954	validation_1-mae:5993.63281
[1691]	validation_0-mae:3919.82056	validation_1-mae:5993.62012
[1692]	validation_0-mae:3919.17432	validation_1-mae:5993.86768
[1693]	validation_0-mae:3918.11719	validation_1-mae:5994.10889
[1694]	validation_0-mae:3917.44189	validation_1-mae:5993.89014
[1695]	validation_0-mae:3917.01489	validation_1-mae:5993.82812
[1696]	validation_0-mae:3916.39307	validation_1-mae:5993.77978
[1697]	validation_0-mae:3915.79565	validation_1-mae:5993.96826
[1698]	validation_0-mae:3915.64233	validation_1-mae:5994.01221
[1699]	validation_0-mae:3914.87524	validation_1-mae:5993.93408
Dropping: sprowadzon
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73828	validation_1-mae:8221.81543
[19]	validation_0-mae:8211.97070	validation_1-mae:8068.87695
[20]	validation_0-mae:8069.25439	validation_1-mae:7937.74072
[21]	validation_0-mae:7944.89600	validation_1-mae:7829.82129
[22]	validation_0-mae:7846.75635	validation_1-mae:7743.39453
[23]	validation_0-mae:7760.49268	validation_1-mae:7674.26562
[24]	validation_0-mae:7676.77881	validation_1-mae:7595.91943
[25]	validation_0-mae:7604.22461	validation_1-mae:7532.59863
[26]	validation_0-mae:7548.76855	validation_1-mae:7485.81397
[27]	validation_0-mae:7488.48926	validation_1-mae:7431.78418
[28]	validation_0-mae:7439.25342	validation_1-mae:7390.69385
[29]	validation_0-mae:7397.08154	validation_1-mae:7356.52148
[30]	validation_0-mae:7361.37939	validation_1-mae:7326.05664
[31]	validation_0-mae:7320.82324	validation_1-mae:7289.51660
[32]	validation_0-mae:7292.41406	validation_1-mae:7272.04932
[33]	validation_0-mae:7264.21240	validation_1-mae:7251.42041
[34]	validation_0-mae:7233.89893	validation_1-mae:7231.46143
[35]	validation_0-mae:7202.42920	validation_1-mae:7206.81787
[36]	validation_0-mae:7185.20361	validation_1-mae:7193.40332
[37]	validation_0-mae:7167.49853	validation_1-mae:7183.38721
[38]	validation_0-mae:7142.06152	validation_1-mae:7161.88867
[39]	validation_0-mae:7120.70850	validation_1-mae:7144.75293
[40]	validation_0-mae:7102.88379	validation_1-mae:7134.38428
[41]	validation_0-mae:7086.71875	validation_1-mae:7121.77295
[42]	validation_0-mae:7069.59863	validation_1-mae:7111.03076
[43]	validation_0-mae:7049.54834	validation_1-mae:7097.23145
[44]	validation_0-mae:7037.07080	validation_1-mae:7086.44482
[45]	validation_0-mae:7011.81006	validation_1-mae:7066.00098
[46]	validation_0-mae:6988.37256	validation_1-mae:7046.20166
[47]	validation_0-mae:6972.49365	validation_1-mae:7038.13428
[48]	validation_0-mae:6947.80811	validation_1-mae:7019.65772
[49]	validation_0-mae:6933.62598	validation_1-mae:7009.60498
[50]	validation_0-mae:6915.70459	validation_1-mae:6996.67627
[51]	validation_0-mae:6900.52295	validation_1-mae:6984.41016
[52]	validation_0-mae:6889.55273	validation_1-mae:6978.93750
[53]	validation_0-mae:6875.63672	validation_1-mae:6969.39697
[54]	validation_0-mae:6865.33887	validation_1-mae:6964.97559
[55]	validation_0-mae:6847.65918	validation_1-mae:6949.43555
[56]	validation_0-mae:6830.95508	validation_1-mae:6934.97168
[57]	validation_0-mae:6822.23047	validation_1-mae:6930.83838
[58]	validation_0-mae:6810.78613	validation_1-mae:6920.34619
[59]	validation_0-mae:6795.55176	validation_1-mae:6907.00195
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[1602]	validation_0-mae:3980.90698	validation_1-mae:5976.77881
[1603]	validation_0-mae:3980.86401	validation_1-mae:5976.76611
[1604]	validation_0-mae:3980.53369	validation_1-mae:5976.79053
[1605]	validation_0-mae:3979.88477	validation_1-mae:5976.57910
[1606]	validation_0-mae:3979.21143	validation_1-mae:5976.54297
[1607]	validation_0-mae:3978.71387	validation_1-mae:5976.90234
[1608]	validation_0-mae:3978.54053	validation_1-mae:5976.85254
[1609]	validation_0-mae:3978.01392	validation_1-mae:5976.88379
[1610]	validation_0-mae:3977.87134	validation_1-mae:5976.91553
[1611]	validation_0-mae:3977.59619	validation_1-mae:5976.97607
[1612]	validation_0-mae:3976.95386	validation_1-mae:5977.31348
[1613]	validation_0-mae:3976.42847	validation_1-mae:5977.49316
[1614]	validation_0-mae:3975.75073	validation_1-mae:5977.48486
[1615]	validation_0-mae:3975.70581	validation_1-mae:5977.51172
[1616]	validation_0-mae:3975.11450	validation_1-mae:5977.62061
[1617]	validation_0-mae:3974.58838	validation_1-mae:5977.68457
[1618]	validation_0-mae:3974.35596	validation_1-mae:5977.57031
[1619]	validation_0-mae:3973.85425	validation_1-mae:5977.66309
[1620]	validation_0-mae:3973.07324	validation_1-mae:5977.44922
[1621]	validation_0-mae:3971.28345	validation_1-mae:5977.71973
[1622]	validation_0-mae:3969.88281	validation_1-mae:5977.85645
[1623]	validation_0-mae:3968.37036	validation_1-mae:5977.63379
[1624]	validation_0-mae:3966.87085	validation_1-mae:5977.09033
[1625]	validation_0-mae:3966.33301	validation_1-mae:5976.96240
[1626]	validation_0-mae:3965.77808	validation_1-mae:5977.29541
[1627]	validation_0-mae:3965.15405	validation_1-mae:5977.29102
[1628]	validation_0-mae:3964.46436	validation_1-mae:5977.32861
[1629]	validation_0-mae:3963.56323	validation_1-mae:5977.20410
[1630]	validation_0-mae:3962.51465	validation_1-mae:5977.11523
[1631]	validation_0-mae:3961.86011	validation_1-mae:5977.22266
[1632]	validation_0-mae:3960.02710	validation_1-mae:5977.14355
[1633]	validation_0-mae:3959.12842	validation_1-mae:5977.50537
[1634]	validation_0-mae:3957.91602	validation_1-mae:5977.72363
[1635]	validation_0-mae:3956.14746	validation_1-mae:5977.13281
[1636]	validation_0-mae:3954.37085	validation_1-mae:5977.15039
[1637]	validation_0-mae:3953.29932	validation_1-mae:5977.42432
[1638]	validation_0-mae:3952.59912	validation_1-mae:5977.50049
[1639]	validation_0-mae:3951.90210	validation_1-mae:5977.00586
[1640]	validation_0-mae:3950.76001	validation_1-mae:5977.47998
[1641]	validation_0-mae:3950.42188	validation_1-mae:5977.62842
[1642]	validation_0-mae:3949.80591	validation_1-mae:5977.53662
[1643]	validation_0-mae:3949.34570	validation_1-mae:5977.42871
[1644]	validation_0-mae:3948.14893	validation_1-mae:5977.36816
[1645]	validation_0-mae:3947.47046	validation_1-mae:5977.51904
[1646]	validation_0-mae:3946.97681	validation_1-mae:5977.64062
[1647]	validation_0-mae:3945.48877	validation_1-mae:5977.15967
[1648]	validation_0-mae:3944.78687	validation_1-mae:5977.46484
[1649]	validation_0-mae:3944.23242	validation_1-mae:5977.63525
[1650]	validation_0-mae:3943.27393	validation_1-mae:5977.27588
[1651]	validation_0-mae:3942.57422	validation_1-mae:5977.54688
[1652]	validation_0-mae:3942.07837	validation_1-mae:5977.71338
[1653]	validation_0-mae:3940.77075	validation_1-mae:5977.98584
[1654]	validation_0-mae:3940.07471	validation_1-mae:5978.25439
[1655]	validation_0-mae:3939.36670	validation_1-mae:5978.27295
[1656]	validation_0-mae:3938.84839	validation_1-mae:5978.22363
[1657]	validation_0-mae:3937.98828	validation_1-mae:5978.54443
[1658]	validation_0-mae:3937.40332	validation_1-mae:5978.87353
[1659]	validation_0-mae:3936.85327	validation_1-mae:5978.63965
[1660]	validation_0-mae:3936.33838	validation_1-mae:5978.71484
[1661]	validation_0-mae:3936.01099	validation_1-mae:5978.70801
[1662]	validation_0-mae:3935.42578	validation_1-mae:5978.73828
[1663]	validation_0-mae:3934.47168	validation_1-mae:5978.64258
[1664]	validation_0-mae:3933.88599	validation_1-mae:5978.67188
[1665]	validation_0-mae:3933.47656	validation_1-mae:5978.78906
[1666]	validation_0-mae:3932.98267	validation_1-mae:5978.92725
[1667]	validation_0-mae:3932.29810	validation_1-mae:5979.01709
[1668]	validation_0-mae:3931.57959	validation_1-mae:5978.73291
[1669]	validation_0-mae:3930.89404	validation_1-mae:5978.65186
[1670]	validation_0-mae:3929.81812	validation_1-mae:5979.04883
[1671]	validation_0-mae:3929.31104	validation_1-mae:5979.05615
[1672]	validation_0-mae:3929.02881	validation_1-mae:5978.88867
[1673]	validation_0-mae:3928.66748	validation_1-mae:5978.77734
[1674]	validation_0-mae:3928.23633	validation_1-mae:5978.64648
[1675]	validation_0-mae:3927.18799	validation_1-mae:5978.91748
[1676]	validation_0-mae:3926.62476	validation_1-mae:5978.86670
[1677]	validation_0-mae:3925.90674	validation_1-mae:5978.88379
[1678]	validation_0-mae:3925.46143	validation_1-mae:5978.99805
[1679]	validation_0-mae:3925.06567	validation_1-mae:5978.95361
[1680]	validation_0-mae:3924.55640	validation_1-mae:5978.78076
[1681]	validation_0-mae:3923.82397	validation_1-mae:5978.87402
[1682]	validation_0-mae:3923.23950	validation_1-mae:5978.64062
[1683]	validation_0-mae:3922.54248	validation_1-mae:5978.70947
[1684]	validation_0-mae:3921.34399	validation_1-mae:5978.95850
[1685]	validation_0-mae:3920.93945	validation_1-mae:5978.61816
[1686]	validation_0-mae:3920.38062	validation_1-mae:5978.86035
[1687]	validation_0-mae:3919.91064	validation_1-mae:5978.96191
[1688]	validation_0-mae:3919.28980	validation_1-mae:5978.78564
[1689]	validation_0-mae:3918.83228	validation_1-mae:5978.58447
[1690]	validation_0-mae:3918.63965	validation_1-mae:5978.69971
[1691]	validation_0-mae:3918.23779	validation_1-mae:5979.00244
[1692]	validation_0-mae:3917.20776	validation_1-mae:5979.07080
[1693]	validation_0-mae:3916.28955	validation_1-mae:5979.13184
[1694]	validation_0-mae:3915.50024	validation_1-mae:5979.37207
[1695]	validation_0-mae:3915.11157	validation_1-mae:5979.14307
[1696]	validation_0-mae:3914.58228	validation_1-mae:5978.95312
[1697]	validation_0-mae:3913.90820	validation_1-mae:5979.11475
[1698]	validation_0-mae:3913.45776	validation_1-mae:5979.06885
[1699]	validation_0-mae:3912.56274	validation_1-mae:5978.83301
Dropping: seat
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73828	validation_1-mae:8221.81543
[19]	validation_0-mae:8211.97070	validation_1-mae:8068.87695
[20]	validation_0-mae:8069.25439	validation_1-mae:7937.74072
[21]	validation_0-mae:7944.89600	validation_1-mae:7829.82129
[22]	validation_0-mae:7846.75684	validation_1-mae:7743.39404
[23]	validation_0-mae:7760.49268	validation_1-mae:7674.26562
[24]	validation_0-mae:7676.77881	validation_1-mae:7595.91895
[25]	validation_0-mae:7604.22461	validation_1-mae:7532.59863
[26]	validation_0-mae:7548.76855	validation_1-mae:7485.81397
[27]	validation_0-mae:7488.48926	validation_1-mae:7431.78418
[28]	validation_0-mae:7439.25342	validation_1-mae:7390.69385
[29]	validation_0-mae:7397.08154	validation_1-mae:7356.52148
[30]	validation_0-mae:7361.37988	validation_1-mae:7326.05664
[31]	validation_0-mae:7320.82324	validation_1-mae:7289.51660
[32]	validation_0-mae:7292.41406	validation_1-mae:7272.04932
[33]	validation_0-mae:7264.21240	validation_1-mae:7251.00781
[34]	validation_0-mae:7233.89893	validation_1-mae:7231.04834
[35]	validation_0-mae:7202.42920	validation_1-mae:7206.40527
[36]	validation_0-mae:7185.20361	validation_1-mae:7192.99023
[37]	validation_0-mae:7167.49853	validation_1-mae:7182.97510
[38]	validation_0-mae:7142.06152	validation_1-mae:7161.47607
[39]	validation_0-mae:7120.70898	validation_1-mae:7144.33984
[40]	validation_0-mae:7102.88379	validation_1-mae:7133.97168
[41]	validation_0-mae:7086.71875	validation_1-mae:7121.36035
[42]	validation_0-mae:7069.59863	validation_1-mae:7110.61768
[43]	validation_0-mae:7049.54834	validation_1-mae:7096.81934
[44]	validation_0-mae:7037.07080	validation_1-mae:7086.03223
[45]	validation_0-mae:7011.81006	validation_1-mae:7065.58838
[46]	validation_0-mae:6988.37256	validation_1-mae:7045.78906
[47]	validation_0-mae:6972.49414	validation_1-mae:7037.72168
[48]	validation_0-mae:6947.80811	validation_1-mae:7019.24512
[49]	validation_0-mae:6933.62598	validation_1-mae:7009.19287
[50]	validation_0-mae:6915.70459	validation_1-mae:6996.26367
[51]	validation_0-mae:6900.52295	validation_1-mae:6983.99756
[52]	validation_0-mae:6889.55273	validation_1-mae:6978.52539
[53]	validation_0-mae:6875.63672	validation_1-mae:6968.98486
[54]	validation_0-mae:6865.33887	validation_1-mae:6964.56299
[55]	validation_0-mae:6847.65918	validation_1-mae:6949.02295
[56]	validation_0-mae:6830.95508	validation_1-mae:6934.55908
[57]	validation_0-mae:6822.23047	validation_1-mae:6930.42627
[58]	validation_0-mae:6810.78613	validation_1-mae:6919.93359
[59]	validation_0-mae:6795.55176	validation_1-mae:6906.58936
[60]	validation_0-mae:6783.24268	validation_1-mae:6895.70166
[61]	validation_0-mae:6770.07471	validation_1-mae:6887.13867
[62]	validation_0-mae:6758.66016	validation_1-mae:6879.85986
[63]	validation_0-mae:6750.28662	validation_1-mae:6872.39600
[64]	validation_0-mae:6736.55908	validation_1-mae:6864.96973
[65]	validation_0-mae:6724.63379	validation_1-mae:6855.24902
[66]	validation_0-mae:6714.38867	validation_1-mae:6847.59717
[67]	validation_0-mae:6697.21875	validation_1-mae:6832.29053
[68]	validation_0-mae:6684.79541	validation_1-mae:6822.68213
[69]	validation_0-mae:6677.14111	validation_1-mae:6816.27393
[70]	validation_0-mae:6668.42969	validation_1-mae:6809.75586
[71]	validation_0-mae:6655.24805	validation_1-mae:6799.51172
[72]	validation_0-mae:6643.36182	validation_1-mae:6790.07764
[73]	validation_0-mae:6635.54590	validation_1-mae:6783.82031
[74]	validation_0-mae:6621.15918	validation_1-mae:6772.46728
[75]	validation_0-mae:6613.96728	validation_1-mae:6768.77734
[76]	validation_0-mae:6605.22998	validation_1-mae:6764.32373
[77]	validation_0-mae:6595.77393	validation_1-mae:6756.57520
[78]	validation_0-mae:6585.64648	validation_1-mae:6748.26074
[79]	validation_0-mae:6575.98682	validation_1-mae:6743.09131
[80]	validation_0-mae:6567.26465	validation_1-mae:6736.94336
[81]	validation_0-mae:6555.80371	validation_1-mae:6729.13184
[82]	validation_0-mae:6550.02246	validation_1-mae:6726.57959
[83]	validation_0-mae:6539.61426	validation_1-mae:6718.24170
[84]	validation_0-mae:6529.26709	validation_1-mae:6708.85645
[85]	validation_0-mae:6518.99121	validation_1-mae:6702.20557
[86]	validation_0-mae:6511.02002	validation_1-mae:6697.92090
[87]	validation_0-mae:6506.43018	validation_1-mae:6695.06885
[88]	validation_0-mae:6496.45996	validation_1-mae:6688.99561
[89]	validation_0-mae:6489.98047	validation_1-mae:6684.46143
[90]	validation_0-mae:6485.85938	validation_1-mae:6680.65772
[91]	validation_0-mae:6474.38037	validation_1-mae:6671.34375
[92]	validation_0-mae:6465.73877	validation_1-mae:6666.96533
[93]	validation_0-mae:6461.64941	validation_1-mae:6664.78027
[94]	validation_0-mae:6454.59228	validation_1-mae:6659.99365
[95]	validation_0-mae:6444.29736	validation_1-mae:6651.48389
[96]	validation_0-mae:6433.25049	validation_1-mae:6643.12061
[97]	validation_0-mae:6422.86914	validation_1-mae:6637.73438
[98]	validation_0-mae:6418.43555	validation_1-mae:6635.24121
[99]	validation_0-mae:6412.31103	validation_1-mae:6630.49756
[100]	validation_0-mae:6405.91699	validation_1-mae:6627.60254
[101]	validation_0-mae:6395.82764	validation_1-mae:6620.52002
[102]	validation_0-mae:6394.11621	validation_1-mae:6618.80371
[103]	validation_0-mae:6388.54297	validation_1-mae:6616.53809
[104]	validation_0-mae:6382.18311	validation_1-mae:6612.89111
[105]	validation_0-mae:6375.38623	validation_1-mae:6608.85059
[106]	validation_0-mae:6369.09033	validation_1-mae:6604.92041
[107]	validation_0-mae:6367.33594	validation_1-mae:6603.55811
[108]	validation_0-mae:6361.94141	validation_1-mae:6599.24316
[109]	validation_0-mae:6355.33154	validation_1-mae:6595.04932
[110]	validation_0-mae:6347.68066	validation_1-mae:6588.95947
[111]	validation_0-mae:6340.60352	validation_1-mae:6582.13428
[112]	validation_0-mae:6333.18994	validation_1-mae:6577.25000
[113]	validation_0-mae:6329.20605	validation_1-mae:6574.77490
[114]	validation_0-mae:6324.17920	validation_1-mae:6572.22754
[115]	validation_0-mae:6320.04590	validation_1-mae:6568.84180
[116]	validation_0-mae:6313.00244	validation_1-mae:6564.50830
[117]	validation_0-mae:6305.18945	validation_1-mae:6560.89014
[118]	validation_0-mae:6301.41504	validation_1-mae:6559.16602
[119]	validation_0-mae:6295.75391	validation_1-mae:6557.05127
[120]	validation_0-mae:6293.81787	validation_1-mae:6556.73096
[121]	validation_0-mae:6287.77783	validation_1-mae:6553.11475
[122]	validation_0-mae:6282.57666	validation_1-mae:6550.16797
[123]	validation_0-mae:6277.12158	validation_1-mae:6546.61914
[124]	validation_0-mae:6271.29150	validation_1-mae:6542.34717
[125]	validation_0-mae:6266.40430	validation_1-mae:6541.15918
[126]	validation_0-mae:6262.64844	validation_1-mae:6539.35205
[127]	validation_0-mae:6259.46533	validation_1-mae:6536.53076
[128]	validation_0-mae:6254.23047	validation_1-mae:6530.98340
[129]	validation_0-mae:6248.29248	validation_1-mae:6528.97705
[130]	validation_0-mae:6245.09326	validation_1-mae:6526.98926
[131]	validation_0-mae:6236.65039	validation_1-mae:6519.87256
[132]	validation_0-mae:6231.42725	validation_1-mae:6519.77100
[133]	validation_0-mae:6224.96338	validation_1-mae:6516.87744
[134]	validation_0-mae:6222.10107	validation_1-mae:6514.03027
[135]	validation_0-mae:6213.22656	validation_1-mae:6507.86035
[136]	validation_0-mae:6209.01025	validation_1-mae:6504.89648
[137]	validation_0-mae:6204.74658	validation_1-mae:6503.75244
[138]	validation_0-mae:6200.22705	validation_1-mae:6500.66357
[139]	validation_0-mae:6198.81299	validation_1-mae:6500.30859
[140]	validation_0-mae:6195.04297	validation_1-mae:6497.67432
[141]	validation_0-mae:6190.86963	validation_1-mae:6495.13721
[142]	validation_0-mae:6182.06445	validation_1-mae:6488.33447
[143]	validation_0-mae:6177.30762	validation_1-mae:6486.55176
[144]	validation_0-mae:6174.07861	validation_1-mae:6484.10986
[145]	validation_0-mae:6169.07129	validation_1-mae:6481.15967
[146]	validation_0-mae:6159.64355	validation_1-mae:6473.42969
[147]	validation_0-mae:6155.70020	validation_1-mae:6470.77002
[148]	validation_0-mae:6151.97168	validation_1-mae:6467.66162
[149]	validation_0-mae:6147.79785	validation_1-mae:6466.23291
[150]	validation_0-mae:6144.28711	validation_1-mae:6463.62305
[151]	validation_0-mae:6140.68897	validation_1-mae:6462.57178
[152]	validation_0-mae:6138.67139	validation_1-mae:6461.51074
[153]	validation_0-mae:6136.79590	validation_1-mae:6459.44678
[154]	validation_0-mae:6131.53272	validation_1-mae:6457.06934
[155]	validation_0-mae:6126.21094	validation_1-mae:6454.43994
[156]	validation_0-mae:6123.85254	validation_1-mae:6453.18750
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[1697]	validation_0-mae:3891.15381	validation_1-mae:5972.41797
[1698]	validation_0-mae:3890.46924	validation_1-mae:5972.49170
[1699]	validation_0-mae:3889.94287	validation_1-mae:5972.64404
Dropping: grza
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73828	validation_1-mae:8221.81543
[19]	validation_0-mae:8211.97070	validation_1-mae:8068.87695
[20]	validation_0-mae:8069.25439	validation_1-mae:7937.74072
[21]	validation_0-mae:7944.89600	validation_1-mae:7829.82129
[22]	validation_0-mae:7846.75684	validation_1-mae:7743.39453
[23]	validation_0-mae:7760.49268	validation_1-mae:7674.26562
[24]	validation_0-mae:7676.77881	validation_1-mae:7595.91943
[25]	validation_0-mae:7604.22461	validation_1-mae:7532.59863
[26]	validation_0-mae:7548.76904	validation_1-mae:7485.81397
[27]	validation_0-mae:7488.48926	validation_1-mae:7431.78418
[28]	validation_0-mae:7439.25342	validation_1-mae:7390.69434
[29]	validation_0-mae:7397.08154	validation_1-mae:7356.52148
[30]	validation_0-mae:7361.37988	validation_1-mae:7326.05664
[31]	validation_0-mae:7320.82324	validation_1-mae:7289.51660
[32]	validation_0-mae:7292.41406	validation_1-mae:7271.87695
[33]	validation_0-mae:7264.21289	validation_1-mae:7250.83545
[34]	validation_0-mae:7233.89893	validation_1-mae:7230.87695
[35]	validation_0-mae:7202.42920	validation_1-mae:7206.23340
[36]	validation_0-mae:7185.20361	validation_1-mae:7192.81885
[37]	validation_0-mae:7167.49853	validation_1-mae:7182.80273
[38]	validation_0-mae:7142.06152	validation_1-mae:7161.30420
[39]	validation_0-mae:7120.70898	validation_1-mae:7144.16846
[40]	validation_0-mae:7102.88379	validation_1-mae:7133.79980
[41]	validation_0-mae:7086.71875	validation_1-mae:7121.18848
[42]	validation_0-mae:7069.59863	validation_1-mae:7110.44629
[43]	validation_0-mae:7049.54834	validation_1-mae:7096.64697
[44]	validation_0-mae:7037.07080	validation_1-mae:7085.85986
[45]	validation_0-mae:7011.81006	validation_1-mae:7065.41650
[46]	validation_0-mae:6988.37256	validation_1-mae:7045.61768
[47]	validation_0-mae:6972.49414	validation_1-mae:7037.54980
[48]	validation_0-mae:6947.80811	validation_1-mae:7019.07324
[49]	validation_0-mae:6933.62598	validation_1-mae:7009.02051
[50]	validation_0-mae:6915.70508	validation_1-mae:6996.09180
[51]	validation_0-mae:6900.52295	validation_1-mae:6983.82568
[52]	validation_0-mae:6889.55273	validation_1-mae:6978.42822
[53]	validation_0-mae:6875.63672	validation_1-mae:6968.88770
[54]	validation_0-mae:6865.33887	validation_1-mae:6964.46631
[55]	validation_0-mae:6847.65918	validation_1-mae:6948.92627
[56]	validation_0-mae:6830.95508	validation_1-mae:6934.46240
[57]	validation_0-mae:6822.23047	validation_1-mae:6930.32910
[58]	validation_0-mae:6810.78662	validation_1-mae:6919.83691
[59]	validation_0-mae:6795.55176	validation_1-mae:6906.49268
[60]	validation_0-mae:6783.24268	validation_1-mae:6895.60498
[61]	validation_0-mae:6770.07471	validation_1-mae:6887.04199
[62]	validation_0-mae:6758.66113	validation_1-mae:6879.76318
[63]	validation_0-mae:6750.28662	validation_1-mae:6872.29883
[64]	validation_0-mae:6736.55908	validation_1-mae:6864.87256
[65]	validation_0-mae:6724.63379	validation_1-mae:6855.15186
[66]	validation_0-mae:6714.38867	validation_1-mae:6847.50000
[67]	validation_0-mae:6697.21875	validation_1-mae:6832.19385
[68]	validation_0-mae:6684.79541	validation_1-mae:6822.58545
[69]	validation_0-mae:6677.14160	validation_1-mae:6816.17725
[70]	validation_0-mae:6668.42969	validation_1-mae:6809.85059
[71]	validation_0-mae:6655.24805	validation_1-mae:6799.60693
[72]	validation_0-mae:6643.36182	validation_1-mae:6790.17285
[73]	validation_0-mae:6635.54590	validation_1-mae:6783.91455
[74]	validation_0-mae:6621.15918	validation_1-mae:6772.56201
[75]	validation_0-mae:6613.96777	validation_1-mae:6768.87158
[76]	validation_0-mae:6605.22998	validation_1-mae:6764.41895
[77]	validation_0-mae:6595.77393	validation_1-mae:6756.66992
[78]	validation_0-mae:6585.64648	validation_1-mae:6748.35547
[79]	validation_0-mae:6575.98682	validation_1-mae:6743.18555
[80]	validation_0-mae:6567.26465	validation_1-mae:6737.26514
[81]	validation_0-mae:6555.80371	validation_1-mae:6729.45410
[82]	validation_0-mae:6550.02246	validation_1-mae:6726.90186
[83]	validation_0-mae:6539.61426	validation_1-mae:6718.56397
[84]	validation_0-mae:6529.26709	validation_1-mae:6709.17871
[85]	validation_0-mae:6518.99121	validation_1-mae:6702.52783
[86]	validation_0-mae:6511.02002	validation_1-mae:6698.24268
[87]	validation_0-mae:6506.43018	validation_1-mae:6695.27441
[88]	validation_0-mae:6496.45996	validation_1-mae:6689.20117
[89]	validation_0-mae:6489.98047	validation_1-mae:6684.66602
[90]	validation_0-mae:6485.85938	validation_1-mae:6680.86279
[91]	validation_0-mae:6474.38037	validation_1-mae:6671.54834
[92]	validation_0-mae:6465.73877	validation_1-mae:6667.17041
[93]	validation_0-mae:6461.65039	validation_1-mae:6664.98535
[94]	validation_0-mae:6454.59228	validation_1-mae:6660.19824
[95]	validation_0-mae:6444.29736	validation_1-mae:6651.68897
[96]	validation_0-mae:6433.25049	validation_1-mae:6643.35645
[97]	validation_0-mae:6422.86914	validation_1-mae:6637.97070
[98]	validation_0-mae:6418.43555	validation_1-mae:6635.47705
[99]	validation_0-mae:6412.31103	validation_1-mae:6630.73389
[100]	validation_0-mae:6405.91699	validation_1-mae:6627.83789
[101]	validation_0-mae:6395.82764	validation_1-mae:6620.75586
[102]	validation_0-mae:6394.11621	validation_1-mae:6619.03955
[103]	validation_0-mae:6388.54297	validation_1-mae:6616.87500
[104]	validation_0-mae:6382.18311	validation_1-mae:6613.22803
[105]	validation_0-mae:6375.38623	validation_1-mae:6609.18799
[106]	validation_0-mae:6369.09033	validation_1-mae:6605.25732
[107]	validation_0-mae:6367.33594	validation_1-mae:6603.89502
[108]	validation_0-mae:6361.94141	validation_1-mae:6599.58057
[109]	validation_0-mae:6355.33154	validation_1-mae:6595.30518
[110]	validation_0-mae:6347.68066	validation_1-mae:6589.10742
[111]	validation_0-mae:6340.60352	validation_1-mae:6582.28174
[112]	validation_0-mae:6333.18994	validation_1-mae:6577.39746
[113]	validation_0-mae:6329.20605	validation_1-mae:6574.92285
[114]	validation_0-mae:6324.17920	validation_1-mae:6572.37549
[115]	validation_0-mae:6320.04590	validation_1-mae:6568.94531
[116]	validation_0-mae:6313.00244	validation_1-mae:6564.61182
[117]	validation_0-mae:6305.18945	validation_1-mae:6560.99365
[118]	validation_0-mae:6301.41504	validation_1-mae:6559.26953
[119]	validation_0-mae:6295.75391	validation_1-mae:6557.26318
[120]	validation_0-mae:6293.81787	validation_1-mae:6556.94287
[121]	validation_0-mae:6287.77783	validation_1-mae:6553.32666
[122]	validation_0-mae:6282.57666	validation_1-mae:6550.37988
[123]	validation_0-mae:6277.12207	validation_1-mae:6546.83105
[124]	validation_0-mae:6271.29150	validation_1-mae:6542.55908
[125]	validation_0-mae:6266.40430	validation_1-mae:6541.37158
[126]	validation_0-mae:6262.64844	validation_1-mae:6539.56397
[127]	validation_0-mae:6259.46533	validation_1-mae:6536.75977
[128]	validation_0-mae:6254.23047	validation_1-mae:6531.37109
[129]	validation_0-mae:6248.29248	validation_1-mae:6529.36621
[130]	validation_0-mae:6245.09326	validation_1-mae:6527.37695
[131]	validation_0-mae:6236.65039	validation_1-mae:6520.26660
[132]	validation_0-mae:6231.42725	validation_1-mae:6520.12842
[133]	validation_0-mae:6224.96338	validation_1-mae:6517.23389
[134]	validation_0-mae:6222.10107	validation_1-mae:6514.38330
[135]	validation_0-mae:6213.22656	validation_1-mae:6508.21289
[136]	validation_0-mae:6209.01025	validation_1-mae:6505.24805
[137]	validation_0-mae:6204.74658	validation_1-mae:6504.12158
[138]	validation_0-mae:6200.22705	validation_1-mae:6501.03467
[139]	validation_0-mae:6198.81299	validation_1-mae:6500.67969
[140]	validation_0-mae:6195.04297	validation_1-mae:6497.90137
[141]	validation_0-mae:6190.86963	validation_1-mae:6495.36523
[142]	validation_0-mae:6182.06445	validation_1-mae:6488.55957
[143]	validation_0-mae:6177.30762	validation_1-mae:6486.85986
[144]	validation_0-mae:6174.07861	validation_1-mae:6484.41699
[145]	validation_0-mae:6169.07129	validation_1-mae:6481.46631
[146]	validation_0-mae:6159.64355	validation_1-mae:6473.74121
[147]	validation_0-mae:6155.70020	validation_1-mae:6471.11475
[148]	validation_0-mae:6151.97168	validation_1-mae:6468.00586
[149]	validation_0-mae:6147.79785	validation_1-mae:6466.57422
[150]	validation_0-mae:6144.28711	validation_1-mae:6463.96338
[151]	validation_0-mae:6140.68897	validation_1-mae:6462.91309
[152]	validation_0-mae:6138.67139	validation_1-mae:6461.94092
[153]	validation_0-mae:6136.79590	validation_1-mae:6459.87647
[154]	validation_0-mae:6131.53272	validation_1-mae:6457.49853
[155]	validation_0-mae:6126.16113	validation_1-mae:6454.97803
[156]	validation_0-mae:6123.80176	validation_1-mae:6453.72559
[157]	validation_0-mae:6119.29199	validation_1-mae:6450.32080
[158]	validation_0-mae:6115.83496	validation_1-mae:6448.14600
[159]	validation_0-mae:6110.90283	validation_1-mae:6445.15137
[160]	validation_0-mae:6108.05615	validation_1-mae:6445.12109
[161]	validation_0-mae:6103.99170	validation_1-mae:6442.16016
[162]	validation_0-mae:6102.78662	validation_1-mae:6441.69043
[163]	validation_0-mae:6098.30908	validation_1-mae:6439.63818
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[166]	validation_0-mae:6083.57715	validation_1-mae:6429.17871
[167]	validation_0-mae:6080.23438	validation_1-mae:6426.86621
[168]	validation_0-mae:6074.90967	validation_1-mae:6423.58691
[169]	validation_0-mae:6069.93457	validation_1-mae:6420.88916
[170]	validation_0-mae:6066.18750	validation_1-mae:6418.27100
[171]	validation_0-mae:6063.32080	validation_1-mae:6417.08496
[172]	validation_0-mae:6059.40918	validation_1-mae:6415.60889
[173]	validation_0-mae:6056.90430	validation_1-mae:6415.87744
[174]	validation_0-mae:6052.29346	validation_1-mae:6413.86377
[175]	validation_0-mae:6050.67676	validation_1-mae:6413.68994
[176]	validation_0-mae:6044.90283	validation_1-mae:6410.27978
[177]	validation_0-mae:6042.30371	validation_1-mae:6409.45898
[178]	validation_0-mae:6039.52051	validation_1-mae:6408.20703
[179]	validation_0-mae:6036.12695	validation_1-mae:6406.80566
[180]	validation_0-mae:6035.30078	validation_1-mae:6406.03174
[181]	validation_0-mae:6032.96973	validation_1-mae:6405.14062
[182]	validation_0-mae:6028.88965	validation_1-mae:6403.52734
[183]	validation_0-mae:6023.07227	validation_1-mae:6399.66699
[184]	validation_0-mae:6019.53613	validation_1-mae:6397.60938
[185]	validation_0-mae:6016.35791	validation_1-mae:6395.67578
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[191]	validation_0-mae:5997.63135	validation_1-mae:6389.44629
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[193]	validation_0-mae:5987.46240	validation_1-mae:6384.96387
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[195]	validation_0-mae:5981.80908	validation_1-mae:6382.80518
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[207]	validation_0-mae:5941.92285	validation_1-mae:6363.99463
[208]	validation_0-mae:5938.74609	validation_1-mae:6363.59619
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[210]	validation_0-mae:5933.86816	validation_1-mae:6360.64355
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[214]	validation_0-mae:5912.71387	validation_1-mae:6348.24756
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[219]	validation_0-mae:5896.20215	validation_1-mae:6340.94189
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[1632]	validation_0-mae:3930.14356	validation_1-mae:5975.60156
[1633]	validation_0-mae:3929.84814	validation_1-mae:5975.73047
[1634]	validation_0-mae:3929.11108	validation_1-mae:5976.06641
[1635]	validation_0-mae:3927.70117	validation_1-mae:5976.12842
[1636]	validation_0-mae:3926.53638	validation_1-mae:5976.10840
[1637]	validation_0-mae:3925.59473	validation_1-mae:5976.16406
[1638]	validation_0-mae:3924.68652	validation_1-mae:5975.75000
[1639]	validation_0-mae:3924.11572	validation_1-mae:5975.59766
[1640]	validation_0-mae:3922.66406	validation_1-mae:5975.70508
[1641]	validation_0-mae:3922.00488	validation_1-mae:5976.01270
[1642]	validation_0-mae:3921.03467	validation_1-mae:5976.36133
[1643]	validation_0-mae:3920.59888	validation_1-mae:5976.41016
[1644]	validation_0-mae:3919.92871	validation_1-mae:5976.41309
[1645]	validation_0-mae:3918.99121	validation_1-mae:5976.48584
[1646]	validation_0-mae:3917.67212	validation_1-mae:5977.10693
[1647]	validation_0-mae:3917.02490	validation_1-mae:5977.34961
[1648]	validation_0-mae:3916.28613	validation_1-mae:5977.58691
[1649]	validation_0-mae:3915.71411	validation_1-mae:5977.44824
[1650]	validation_0-mae:3915.25879	validation_1-mae:5977.49951
[1651]	validation_0-mae:3914.21973	validation_1-mae:5977.34473
[1652]	validation_0-mae:3913.27197	validation_1-mae:5977.05078
[1653]	validation_0-mae:3913.01733	validation_1-mae:5977.04492
[1654]	validation_0-mae:3912.32324	validation_1-mae:5976.68066
[1655]	validation_0-mae:3911.71631	validation_1-mae:5976.85742
[1656]	validation_0-mae:3911.12671	validation_1-mae:5976.72119
[1657]	validation_0-mae:3910.39697	validation_1-mae:5976.59961
[1658]	validation_0-mae:3909.66748	validation_1-mae:5976.83301
[1659]	validation_0-mae:3909.13037	validation_1-mae:5976.38965
[1660]	validation_0-mae:3908.69067	validation_1-mae:5976.24121
[1661]	validation_0-mae:3908.09692	validation_1-mae:5976.15478
[1662]	validation_0-mae:3907.54126	validation_1-mae:5976.14404
[1663]	validation_0-mae:3907.13330	validation_1-mae:5976.13281
[1664]	validation_0-mae:3906.28174	validation_1-mae:5976.33643
[1665]	validation_0-mae:3905.81152	validation_1-mae:5976.33545
[1666]	validation_0-mae:3905.37671	validation_1-mae:5976.62695
[1667]	validation_0-mae:3904.91846	validation_1-mae:5976.64062
[1668]	validation_0-mae:3904.44482	validation_1-mae:5976.64307
[1669]	validation_0-mae:3903.47217	validation_1-mae:5976.41504
[1670]	validation_0-mae:3903.14648	validation_1-mae:5976.37402
[1671]	validation_0-mae:3902.51221	validation_1-mae:5976.46826
[1672]	validation_0-mae:3901.98486	validation_1-mae:5976.39209
[1673]	validation_0-mae:3900.86401	validation_1-mae:5976.07373
[1674]	validation_0-mae:3900.27905	validation_1-mae:5976.16455
[1675]	validation_0-mae:3899.87354	validation_1-mae:5975.99414
[1676]	validation_0-mae:3899.08032	validation_1-mae:5975.83350
[1677]	validation_0-mae:3898.07178	validation_1-mae:5976.10791
[1678]	validation_0-mae:3897.30664	validation_1-mae:5975.92822
[1679]	validation_0-mae:3896.23071	validation_1-mae:5975.99609
[1680]	validation_0-mae:3895.45508	validation_1-mae:5975.92041
[1681]	validation_0-mae:3894.63843	validation_1-mae:5975.77539
[1682]	validation_0-mae:3893.54370	validation_1-mae:5975.59766
[1683]	validation_0-mae:3892.69336	validation_1-mae:5975.42383
[1684]	validation_0-mae:3891.64111	validation_1-mae:5975.68164
[1685]	validation_0-mae:3891.03247	validation_1-mae:5976.00537
[1686]	validation_0-mae:3890.88696	validation_1-mae:5976.05469
[1687]	validation_0-mae:3889.93848	validation_1-mae:5976.17383
[1688]	validation_0-mae:3889.16894	validation_1-mae:5976.37451
[1689]	validation_0-mae:3888.15186	validation_1-mae:5976.31494
[1690]	validation_0-mae:3887.23950	validation_1-mae:5976.05273
[1691]	validation_0-mae:3886.34302	validation_1-mae:5975.99121
[1692]	validation_0-mae:3885.24414	validation_1-mae:5975.82715
[1693]	validation_0-mae:3884.84644	validation_1-mae:5975.93457
[1694]	validation_0-mae:3884.12622	validation_1-mae:5975.89795
[1695]	validation_0-mae:3883.56738	validation_1-mae:5975.91211
[1696]	validation_0-mae:3883.05127	validation_1-mae:5975.90186
[1697]	validation_0-mae:3882.55859	validation_1-mae:5975.92627
[1698]	validation_0-mae:3881.75757	validation_1-mae:5976.25098
[1699]	validation_0-mae:3880.73560	validation_1-mae:5976.20361
Dropping: province_noord-brabant
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73828	validation_1-mae:8221.81543
[19]	validation_0-mae:8211.97070	validation_1-mae:8068.87695
[20]	validation_0-mae:8069.25439	validation_1-mae:7937.74072
[21]	validation_0-mae:7944.89600	validation_1-mae:7829.82129
[22]	validation_0-mae:7846.75684	validation_1-mae:7743.39453
[23]	validation_0-mae:7760.49268	validation_1-mae:7674.26562
[24]	validation_0-mae:7676.77881	validation_1-mae:7595.91943
[25]	validation_0-mae:7604.22461	validation_1-mae:7532.59863
[26]	validation_0-mae:7548.76855	validation_1-mae:7485.81397
[27]	validation_0-mae:7488.48926	validation_1-mae:7431.78418
[28]	validation_0-mae:7439.25342	validation_1-mae:7390.69434
[29]	validation_0-mae:7397.08154	validation_1-mae:7356.52148
[30]	validation_0-mae:7361.37988	validation_1-mae:7326.05664
[31]	validation_0-mae:7320.82324	validation_1-mae:7289.51660
[32]	validation_0-mae:7292.41406	validation_1-mae:7271.87695
[33]	validation_0-mae:7264.21240	validation_1-mae:7250.83545
[34]	validation_0-mae:7233.89893	validation_1-mae:7230.87695
[35]	validation_0-mae:7202.42920	validation_1-mae:7206.23340
[36]	validation_0-mae:7185.20361	validation_1-mae:7192.81885
[37]	validation_0-mae:7167.49853	validation_1-mae:7182.80273
[38]	validation_0-mae:7142.06152	validation_1-mae:7161.30420
[39]	validation_0-mae:7120.70850	validation_1-mae:7144.16846
[40]	validation_0-mae:7102.88379	validation_1-mae:7133.79980
[41]	validation_0-mae:7086.71875	validation_1-mae:7121.40527
[42]	validation_0-mae:7069.59863	validation_1-mae:7110.66260
[43]	validation_0-mae:7049.54834	validation_1-mae:7096.86328
[44]	validation_0-mae:7037.07080	validation_1-mae:7086.07715
[45]	validation_0-mae:7011.81006	validation_1-mae:7065.63330
[46]	validation_0-mae:6988.37256	validation_1-mae:7045.83398
[47]	validation_0-mae:6972.49365	validation_1-mae:7037.76660
[48]	validation_0-mae:6947.80811	validation_1-mae:7019.28955
[49]	validation_0-mae:6933.62598	validation_1-mae:7009.23779
[50]	validation_0-mae:6915.70459	validation_1-mae:6996.30859
[51]	validation_0-mae:6900.52295	validation_1-mae:6984.04199
[52]	validation_0-mae:6889.55273	validation_1-mae:6978.64551
[53]	validation_0-mae:6875.63672	validation_1-mae:6969.10449
[54]	validation_0-mae:6865.33887	validation_1-mae:6964.68262
[55]	validation_0-mae:6847.65918	validation_1-mae:6949.14258
[56]	validation_0-mae:6830.95508	validation_1-mae:6934.67920
[57]	validation_0-mae:6822.23047	validation_1-mae:6930.54639
[58]	validation_0-mae:6810.78613	validation_1-mae:6920.05322
[59]	validation_0-mae:6795.55176	validation_1-mae:6906.70947
[60]	validation_0-mae:6783.24268	validation_1-mae:6895.82129
[61]	validation_0-mae:6770.07471	validation_1-mae:6887.25879
[62]	validation_0-mae:6758.66016	validation_1-mae:6879.97949
[63]	validation_0-mae:6750.28662	validation_1-mae:6872.51514
[64]	validation_0-mae:6736.55908	validation_1-mae:6865.08936
[65]	validation_0-mae:6724.63379	validation_1-mae:6855.36865
[66]	validation_0-mae:6714.38867	validation_1-mae:6847.71728
[67]	validation_0-mae:6697.21875	validation_1-mae:6832.41064
[68]	validation_0-mae:6684.79541	validation_1-mae:6823.00537
[69]	validation_0-mae:6677.14111	validation_1-mae:6816.59668
[70]	validation_0-mae:6668.42969	validation_1-mae:6810.07910
[71]	validation_0-mae:6655.24805	validation_1-mae:6799.83496
[72]	validation_0-mae:6643.36182	validation_1-mae:6790.40088
[73]	validation_0-mae:6635.54541	validation_1-mae:6784.14258
[74]	validation_0-mae:6621.15918	validation_1-mae:6772.79004
[75]	validation_0-mae:6613.96728	validation_1-mae:6769.10059
[76]	validation_0-mae:6605.22998	validation_1-mae:6764.64697
[77]	validation_0-mae:6595.77393	validation_1-mae:6756.89844
[78]	validation_0-mae:6585.64551	validation_1-mae:6748.58350
[79]	validation_0-mae:6575.98682	validation_1-mae:6743.41406
[80]	validation_0-mae:6567.26465	validation_1-mae:6737.49316
[81]	validation_0-mae:6555.80371	validation_1-mae:6729.68213
[82]	validation_0-mae:6550.02246	validation_1-mae:6727.13037
[83]	validation_0-mae:6539.61426	validation_1-mae:6718.79199
[84]	validation_0-mae:6529.26709	validation_1-mae:6709.40674
[85]	validation_0-mae:6518.99121	validation_1-mae:6702.75586
[86]	validation_0-mae:6511.02002	validation_1-mae:6698.47168
[87]	validation_0-mae:6506.43018	validation_1-mae:6695.61963
[88]	validation_0-mae:6496.45996	validation_1-mae:6689.54639
[89]	validation_0-mae:6489.98047	validation_1-mae:6685.01172
[90]	validation_0-mae:6485.85938	validation_1-mae:6681.20850
[91]	validation_0-mae:6474.38037	validation_1-mae:6671.89404
[92]	validation_0-mae:6465.73877	validation_1-mae:6667.51611
[93]	validation_0-mae:6461.64941	validation_1-mae:6665.33057
[94]	validation_0-mae:6454.59228	validation_1-mae:6660.54395
[95]	validation_0-mae:6444.29736	validation_1-mae:6652.03467
[96]	validation_0-mae:6433.25049	validation_1-mae:6643.67090
[97]	validation_0-mae:6422.86914	validation_1-mae:6638.28516
[98]	validation_0-mae:6418.43555	validation_1-mae:6635.79150
[99]	validation_0-mae:6412.31103	validation_1-mae:6631.04834
[100]	validation_0-mae:6405.91699	validation_1-mae:6628.15234
[101]	validation_0-mae:6395.82764	validation_1-mae:6621.07031
[102]	validation_0-mae:6394.11621	validation_1-mae:6619.35400
[103]	validation_0-mae:6388.54297	validation_1-mae:6617.18994
[104]	validation_0-mae:6382.18311	validation_1-mae:6613.54248
[105]	validation_0-mae:6375.38623	validation_1-mae:6609.50293
[106]	validation_0-mae:6369.09033	validation_1-mae:6605.57227
[107]	validation_0-mae:6367.33594	validation_1-mae:6604.20996
[108]	validation_0-mae:6361.94141	validation_1-mae:6599.89551
[109]	validation_0-mae:6355.33154	validation_1-mae:6595.70117
[110]	validation_0-mae:6347.68066	validation_1-mae:6589.61084
[111]	validation_0-mae:6340.60352	validation_1-mae:6582.78564
[112]	validation_0-mae:6333.18945	validation_1-mae:6577.90186
[113]	validation_0-mae:6329.20605	validation_1-mae:6575.42676
[114]	validation_0-mae:6324.17920	validation_1-mae:6572.87939
[115]	validation_0-mae:6320.04590	validation_1-mae:6569.44971
[116]	validation_0-mae:6313.00195	validation_1-mae:6565.11572
[117]	validation_0-mae:6305.18945	validation_1-mae:6561.49805
[118]	validation_0-mae:6301.41504	validation_1-mae:6559.77344
[119]	validation_0-mae:6295.75391	validation_1-mae:6557.76758
[120]	validation_0-mae:6293.81787	validation_1-mae:6557.44727
[121]	validation_0-mae:6287.77783	validation_1-mae:6553.83105
[122]	validation_0-mae:6282.57666	validation_1-mae:6550.92676
[123]	validation_0-mae:6277.12158	validation_1-mae:6547.37793
[124]	validation_0-mae:6271.29150	validation_1-mae:6543.10596
[125]	validation_0-mae:6266.40430	validation_1-mae:6541.81934
[126]	validation_0-mae:6262.64844	validation_1-mae:6540.01172
[127]	validation_0-mae:6259.46533	validation_1-mae:6537.19043
[128]	validation_0-mae:6254.23047	validation_1-mae:6531.85547
[129]	validation_0-mae:6248.29150	validation_1-mae:6529.84863
[130]	validation_0-mae:6245.09326	validation_1-mae:6527.86035
[131]	validation_0-mae:6236.65039	validation_1-mae:6520.74463
[132]	validation_0-mae:6231.42725	validation_1-mae:6520.64258
[133]	validation_0-mae:6224.96338	validation_1-mae:6517.74902
[134]	validation_0-mae:6222.10107	validation_1-mae:6514.90137
[135]	validation_0-mae:6213.22656	validation_1-mae:6508.73145
[136]	validation_0-mae:6209.01025	validation_1-mae:6505.76807
[137]	validation_0-mae:6204.74658	validation_1-mae:6504.62402
[138]	validation_0-mae:6200.22705	validation_1-mae:6501.53516
[139]	validation_0-mae:6196.73779	validation_1-mae:6500.60693
[140]	validation_0-mae:6193.19678	validation_1-mae:6498.14258
[141]	validation_0-mae:6189.00732	validation_1-mae:6495.63232
[142]	validation_0-mae:6180.66309	validation_1-mae:6489.05078
[143]	validation_0-mae:6177.58350	validation_1-mae:6486.73633
[144]	validation_0-mae:6172.72217	validation_1-mae:6484.38184
[145]	validation_0-mae:6169.00781	validation_1-mae:6484.88477
[146]	validation_0-mae:6164.67578	validation_1-mae:6482.21191
[147]	validation_0-mae:6155.16260	validation_1-mae:6473.62939
[148]	validation_0-mae:6150.65967	validation_1-mae:6470.73193
[149]	validation_0-mae:6147.91211	validation_1-mae:6468.30176
[150]	validation_0-mae:6145.18555	validation_1-mae:6467.97217
[151]	validation_0-mae:6142.27246	validation_1-mae:6467.23242
[152]	validation_0-mae:6138.24756	validation_1-mae:6465.35645
[153]	validation_0-mae:6133.91406	validation_1-mae:6463.69189
[154]	validation_0-mae:6129.37305	validation_1-mae:6460.73877
[155]	validation_0-mae:6126.54980	validation_1-mae:6457.72998
[156]	validation_0-mae:6124.56299	validation_1-mae:6456.50293
[157]	validation_0-mae:6120.95752	validation_1-mae:6454.26270
[158]	validation_0-mae:6118.15967	validation_1-mae:6452.47363
[159]	validation_0-mae:6116.79932	validation_1-mae:6452.20898
[160]	validation_0-mae:6113.38770	validation_1-mae:6450.48828
[161]	validation_0-mae:6109.88672	validation_1-mae:6448.94922
[162]	validation_0-mae:6106.25928	validation_1-mae:6446.47168
[163]	validation_0-mae:6103.29688	validation_1-mae:6444.87695
[164]	validation_0-mae:6099.83545	validation_1-mae:6442.87647
[165]	validation_0-mae:6094.80811	validation_1-mae:6439.54102
[166]	validation_0-mae:6091.75049	validation_1-mae:6439.10107
[167]	validation_0-mae:6088.07373	validation_1-mae:6436.40918
[168]	validation_0-mae:6082.48877	validation_1-mae:6434.94873
[169]	validation_0-mae:6074.64160	validation_1-mae:6428.50732
[170]	validation_0-mae:6070.10010	validation_1-mae:6426.35449
[171]	validation_0-mae:6067.14355	validation_1-mae:6425.42627
[172]	validation_0-mae:6064.17725	validation_1-mae:6423.73779
[173]	validation_0-mae:6061.33984	validation_1-mae:6422.53857
[174]	validation_0-mae:6056.00488	validation_1-mae:6420.48584
[175]	validation_0-mae:6052.53955	validation_1-mae:6418.73730
[176]	validation_0-mae:6049.61523	validation_1-mae:6418.74853
[177]	validation_0-mae:6045.97119	validation_1-mae:6416.65869
[178]	validation_0-mae:6041.44580	validation_1-mae:6413.85400
[179]	validation_0-mae:6039.95703	validation_1-mae:6413.46533
[180]	validation_0-mae:6036.44482	validation_1-mae:6412.34863
[181]	validation_0-mae:6033.08203	validation_1-mae:6412.39160
[182]	validation_0-mae:6031.06348	validation_1-mae:6410.44092
[183]	validation_0-mae:6027.67285	validation_1-mae:6409.92725
[184]	validation_0-mae:6024.43164	validation_1-mae:6408.16211
[185]	validation_0-mae:6023.06152	validation_1-mae:6407.23730
[186]	validation_0-mae:6018.58447	validation_1-mae:6404.19629
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[1494]	validation_0-mae:4036.66919	validation_1-mae:5972.28711
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[1498]	validation_0-mae:4034.83594	validation_1-mae:5973.10889
[1499]	validation_0-mae:4034.00855	validation_1-mae:5973.31152
[1500]	validation_0-mae:4033.12476	validation_1-mae:5973.21143
[1501]	validation_0-mae:4032.87939	validation_1-mae:5973.14941
[1502]	validation_0-mae:4031.59985	validation_1-mae:5973.43213
[1503]	validation_0-mae:4031.01880	validation_1-mae:5973.33057
[1504]	validation_0-mae:4030.00586	validation_1-mae:5973.35352
[1505]	validation_0-mae:4029.10547	validation_1-mae:5973.07812
[1506]	validation_0-mae:4027.92212	validation_1-mae:5972.96582
[1507]	validation_0-mae:4026.73950	validation_1-mae:5973.39941
[1508]	validation_0-mae:4025.55933	validation_1-mae:5973.56934
[1509]	validation_0-mae:4024.50269	validation_1-mae:5973.25635
[1510]	validation_0-mae:4023.32324	validation_1-mae:5972.69971
[1511]	validation_0-mae:4022.37866	validation_1-mae:5972.56934
[1512]	validation_0-mae:4021.51147	validation_1-mae:5972.40576
[1513]	validation_0-mae:4020.62329	validation_1-mae:5972.78076
[1514]	validation_0-mae:4019.09790	validation_1-mae:5972.25195
[1515]	validation_0-mae:4018.68408	validation_1-mae:5972.22022
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[1524]	validation_0-mae:4011.75708	validation_1-mae:5972.09033
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[1526]	validation_0-mae:4009.48071	validation_1-mae:5971.37744
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[1528]	validation_0-mae:4007.90112	validation_1-mae:5971.27978
[1529]	validation_0-mae:4007.00488	validation_1-mae:5971.18018
[1530]	validation_0-mae:4005.99390	validation_1-mae:5970.92578
[1531]	validation_0-mae:4004.79883	validation_1-mae:5971.05713
[1532]	validation_0-mae:4003.70483	validation_1-mae:5970.93603
[1533]	validation_0-mae:4003.08081	validation_1-mae:5970.88086
[1534]	validation_0-mae:4002.04761	validation_1-mae:5970.93603
[1535]	validation_0-mae:4001.35132	validation_1-mae:5970.85742
[1536]	validation_0-mae:4000.17236	validation_1-mae:5970.84277
[1537]	validation_0-mae:3999.38232	validation_1-mae:5970.88232
[1538]	validation_0-mae:3998.65430	validation_1-mae:5971.19043
[1539]	validation_0-mae:3998.23755	validation_1-mae:5971.34326
[1540]	validation_0-mae:3997.61572	validation_1-mae:5971.18359
[1541]	validation_0-mae:3997.04785	validation_1-mae:5971.76514
[1542]	validation_0-mae:3995.84253	validation_1-mae:5970.96973
[1543]	validation_0-mae:3994.86133	validation_1-mae:5971.01904
[1544]	validation_0-mae:3994.47827	validation_1-mae:5971.05371
[1545]	validation_0-mae:3992.84399	validation_1-mae:5970.54492
[1546]	validation_0-mae:3992.29175	validation_1-mae:5970.39160
[1547]	validation_0-mae:3990.78955	validation_1-mae:5970.14111
[1548]	validation_0-mae:3989.49512	validation_1-mae:5970.13086
[1549]	validation_0-mae:3988.31812	validation_1-mae:5970.19287
[1550]	validation_0-mae:3987.00757	validation_1-mae:5969.60645
[1551]	validation_0-mae:3985.83057	validation_1-mae:5969.79443
[1552]	validation_0-mae:3984.95215	validation_1-mae:5969.86914
[1553]	validation_0-mae:3984.12891	validation_1-mae:5969.94629
[1554]	validation_0-mae:3983.36645	validation_1-mae:5969.62500
[1555]	validation_0-mae:3982.82202	validation_1-mae:5969.66699
[1556]	validation_0-mae:3982.40820	validation_1-mae:5969.75977
[1557]	validation_0-mae:3981.64209	validation_1-mae:5969.84277
[1558]	validation_0-mae:3980.98633	validation_1-mae:5970.17090
[1559]	validation_0-mae:3979.83057	validation_1-mae:5970.33789
[1560]	validation_0-mae:3978.89941	validation_1-mae:5970.12451
[1561]	validation_0-mae:3978.26758	validation_1-mae:5970.39355
[1562]	validation_0-mae:3977.43848	validation_1-mae:5970.78027
[1563]	validation_0-mae:3975.45312	validation_1-mae:5970.53467
[1564]	validation_0-mae:3974.60522	validation_1-mae:5970.47852
[1565]	validation_0-mae:3973.91577	validation_1-mae:5970.23291
[1566]	validation_0-mae:3973.07666	validation_1-mae:5969.94482
[1567]	validation_0-mae:3972.55640	validation_1-mae:5969.60889
[1568]	validation_0-mae:3971.40796	validation_1-mae:5969.77246
[1569]	validation_0-mae:3970.65796	validation_1-mae:5969.88916
[1570]	validation_0-mae:3969.44531	validation_1-mae:5969.35986
[1571]	validation_0-mae:3968.71094	validation_1-mae:5969.22119
[1572]	validation_0-mae:3967.43555	validation_1-mae:5969.30127
[1573]	validation_0-mae:3967.03369	validation_1-mae:5969.38672
[1574]	validation_0-mae:3966.73755	validation_1-mae:5969.29834
[1575]	validation_0-mae:3966.32105	validation_1-mae:5969.60791
[1576]	validation_0-mae:3966.25293	validation_1-mae:5969.58154
[1577]	validation_0-mae:3965.16626	validation_1-mae:5969.35352
[1578]	validation_0-mae:3964.71606	validation_1-mae:5969.26709
[1579]	validation_0-mae:3963.86401	validation_1-mae:5969.53662
[1580]	validation_0-mae:3962.64819	validation_1-mae:5969.42529
[1581]	validation_0-mae:3962.08154	validation_1-mae:5969.64551
[1582]	validation_0-mae:3961.73633	validation_1-mae:5969.56641
[1583]	validation_0-mae:3961.00464	validation_1-mae:5969.59375
[1584]	validation_0-mae:3960.67578	validation_1-mae:5969.74902
[1585]	validation_0-mae:3959.73144	validation_1-mae:5970.10010
[1586]	validation_0-mae:3958.07129	validation_1-mae:5969.63281
[1587]	validation_0-mae:3957.53857	validation_1-mae:5969.39453
[1588]	validation_0-mae:3957.17822	validation_1-mae:5969.45410
[1589]	validation_0-mae:3956.75000	validation_1-mae:5969.16309
[1590]	validation_0-mae:3955.77100	validation_1-mae:5968.90234
[1591]	validation_0-mae:3955.03491	validation_1-mae:5968.75342
[1592]	validation_0-mae:3954.98486	validation_1-mae:5968.78272
[1593]	validation_0-mae:3954.86890	validation_1-mae:5968.86963
[1594]	validation_0-mae:3954.00855	validation_1-mae:5969.09961
[1595]	validation_0-mae:3952.58960	validation_1-mae:5969.28711
[1596]	validation_0-mae:3951.47534	validation_1-mae:5969.28369
[1597]	validation_0-mae:3949.88477	validation_1-mae:5968.31787
[1598]	validation_0-mae:3948.98193	validation_1-mae:5968.12402
[1599]	validation_0-mae:3948.96875	validation_1-mae:5968.13525
[1600]	validation_0-mae:3948.70337	validation_1-mae:5968.27393
[1601]	validation_0-mae:3947.80713	validation_1-mae:5968.73242
[1602]	validation_0-mae:3947.27295	validation_1-mae:5969.17676
[1603]	validation_0-mae:3946.62988	validation_1-mae:5969.39600
[1604]	validation_0-mae:3946.10181	validation_1-mae:5969.37207
[1605]	validation_0-mae:3945.59497	validation_1-mae:5969.78027
[1606]	validation_0-mae:3945.25586	validation_1-mae:5969.82861
[1607]	validation_0-mae:3944.13501	validation_1-mae:5969.47510
[1608]	validation_0-mae:3942.97363	validation_1-mae:5969.51123
[1609]	validation_0-mae:3941.78931	validation_1-mae:5969.58936
[1610]	validation_0-mae:3941.02319	validation_1-mae:5969.38770
[1611]	validation_0-mae:3940.53467	validation_1-mae:5969.68897
[1612]	validation_0-mae:3939.59082	validation_1-mae:5969.96924
[1613]	validation_0-mae:3938.83691	validation_1-mae:5970.29102
[1614]	validation_0-mae:3937.35156	validation_1-mae:5970.61279
[1615]	validation_0-mae:3935.55908	validation_1-mae:5971.03174
[1616]	validation_0-mae:3934.56250	validation_1-mae:5971.05225
[1617]	validation_0-mae:3933.57593	validation_1-mae:5971.30957
[1618]	validation_0-mae:3932.89575	validation_1-mae:5971.50244
[1619]	validation_0-mae:3931.73071	validation_1-mae:5971.78564
[1620]	validation_0-mae:3930.66504	validation_1-mae:5972.54395
[1621]	validation_0-mae:3929.66821	validation_1-mae:5972.24268
[1622]	validation_0-mae:3929.19409	validation_1-mae:5972.14014
[1623]	validation_0-mae:3928.11401	validation_1-mae:5972.42871
[1624]	validation_0-mae:3927.43481	validation_1-mae:5972.39990
[1625]	validation_0-mae:3926.28247	validation_1-mae:5972.18848
[1626]	validation_0-mae:3925.77490	validation_1-mae:5972.12305
[1627]	validation_0-mae:3925.51978	validation_1-mae:5971.99658
[1628]	validation_0-mae:3924.78320	validation_1-mae:5972.02930
[1629]	validation_0-mae:3923.49658	validation_1-mae:5972.10645
[1630]	validation_0-mae:3923.07251	validation_1-mae:5972.15625
[1631]	validation_0-mae:3922.25903	validation_1-mae:5972.02539
[1632]	validation_0-mae:3921.35010	validation_1-mae:5971.79736
[1633]	validation_0-mae:3920.76392	validation_1-mae:5971.57715
[1634]	validation_0-mae:3920.08911	validation_1-mae:5971.52832
[1635]	validation_0-mae:3919.58228	validation_1-mae:5971.34473
[1636]	validation_0-mae:3918.77417	validation_1-mae:5971.38184
[1637]	validation_0-mae:3917.98633	validation_1-mae:5971.46826
[1638]	validation_0-mae:3917.29639	validation_1-mae:5971.67969
[1639]	validation_0-mae:3916.75171	validation_1-mae:5971.83057
[1640]	validation_0-mae:3916.05151	validation_1-mae:5971.95605
[1641]	validation_0-mae:3915.60400	validation_1-mae:5972.01416
[1642]	validation_0-mae:3914.85913	validation_1-mae:5972.56787
[1643]	validation_0-mae:3913.84058	validation_1-mae:5972.62939
[1644]	validation_0-mae:3913.05200	validation_1-mae:5973.13965
[1645]	validation_0-mae:3912.15674	validation_1-mae:5973.34326
[1646]	validation_0-mae:3911.15381	validation_1-mae:5973.44482
[1647]	validation_0-mae:3910.25732	validation_1-mae:5972.85498
[1648]	validation_0-mae:3909.62061	validation_1-mae:5972.97949
[1649]	validation_0-mae:3908.30713	validation_1-mae:5973.12451
[1650]	validation_0-mae:3907.53638	validation_1-mae:5972.85938
[1651]	validation_0-mae:3906.74902	validation_1-mae:5972.91113
[1652]	validation_0-mae:3905.92871	validation_1-mae:5973.46387
[1653]	validation_0-mae:3905.42798	validation_1-mae:5973.55518
[1654]	validation_0-mae:3904.61084	validation_1-mae:5973.55127
[1655]	validation_0-mae:3903.66211	validation_1-mae:5973.96094
[1656]	validation_0-mae:3902.88232	validation_1-mae:5973.74268
[1657]	validation_0-mae:3902.45410	validation_1-mae:5973.53223
[1658]	validation_0-mae:3901.54834	validation_1-mae:5973.58740
[1659]	validation_0-mae:3901.04761	validation_1-mae:5973.82471
[1660]	validation_0-mae:3900.33813	validation_1-mae:5973.87598
[1661]	validation_0-mae:3899.83813	validation_1-mae:5973.73486
[1662]	validation_0-mae:3898.42798	validation_1-mae:5973.47705
[1663]	validation_0-mae:3897.68384	validation_1-mae:5973.50684
[1664]	validation_0-mae:3897.06055	validation_1-mae:5973.61328
[1665]	validation_0-mae:3896.60303	validation_1-mae:5973.34717
[1666]	validation_0-mae:3895.02075	validation_1-mae:5973.59424
[1667]	validation_0-mae:3894.49145	validation_1-mae:5973.37500
[1668]	validation_0-mae:3894.31763	validation_1-mae:5973.38672
[1669]	validation_0-mae:3893.11768	validation_1-mae:5973.69922
[1670]	validation_0-mae:3892.31396	validation_1-mae:5973.49512
[1671]	validation_0-mae:3891.76318	validation_1-mae:5973.46777
[1672]	validation_0-mae:3890.92871	validation_1-mae:5973.38623
[1673]	validation_0-mae:3890.05444	validation_1-mae:5973.29004
[1674]	validation_0-mae:3889.49731	validation_1-mae:5973.12598
[1675]	validation_0-mae:3888.92822	validation_1-mae:5973.07275
[1676]	validation_0-mae:3887.50464	validation_1-mae:5973.10352
[1677]	validation_0-mae:3886.73340	validation_1-mae:5972.84228
[1678]	validation_0-mae:3885.97925	validation_1-mae:5972.69971
[1679]	validation_0-mae:3884.64258	validation_1-mae:5972.48438
[1680]	validation_0-mae:3883.39014	validation_1-mae:5972.09033
[1681]	validation_0-mae:3882.58154	validation_1-mae:5972.06738
[1682]	validation_0-mae:3881.65479	validation_1-mae:5971.69580
[1683]	validation_0-mae:3880.67554	validation_1-mae:5971.30469
[1684]	validation_0-mae:3880.04785	validation_1-mae:5971.23389
[1685]	validation_0-mae:3879.21387	validation_1-mae:5971.07764
[1686]	validation_0-mae:3878.30591	validation_1-mae:5971.11475
[1687]	validation_0-mae:3877.66626	validation_1-mae:5970.69531
[1688]	validation_0-mae:3876.56763	validation_1-mae:5971.08887
[1689]	validation_0-mae:3875.52441	validation_1-mae:5970.87451
[1690]	validation_0-mae:3874.80005	validation_1-mae:5971.10986
[1691]	validation_0-mae:3874.57349	validation_1-mae:5971.06592
[1692]	validation_0-mae:3874.52954	validation_1-mae:5971.08496
[1693]	validation_0-mae:3873.75635	validation_1-mae:5971.03272
[1694]	validation_0-mae:3873.17871	validation_1-mae:5971.28662
[1695]	validation_0-mae:3872.40747	validation_1-mae:5971.11230
[1696]	validation_0-mae:3871.38355	validation_1-mae:5971.01855
[1697]	validation_0-mae:3870.40698	validation_1-mae:5970.46777
[1698]	validation_0-mae:3869.80151	validation_1-mae:5970.73877
[1699]	validation_0-mae:3869.72290	validation_1-mae:5970.81152
Dropping: tronik
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73828	validation_1-mae:8221.81543
[19]	validation_0-mae:8212.24023	validation_1-mae:8069.01807
[20]	validation_0-mae:8069.49512	validation_1-mae:7937.93848
[21]	validation_0-mae:7945.14746	validation_1-mae:7830.04150
[22]	validation_0-mae:7847.00684	validation_1-mae:7743.60400
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[1569]	validation_0-mae:3975.26343	validation_1-mae:5992.44824
[1570]	validation_0-mae:3973.75171	validation_1-mae:5992.33545
[1571]	validation_0-mae:3972.73975	validation_1-mae:5992.60840
[1572]	validation_0-mae:3971.04224	validation_1-mae:5992.18311
[1573]	validation_0-mae:3969.88769	validation_1-mae:5991.64307
[1574]	validation_0-mae:3968.23755	validation_1-mae:5990.81641
[1575]	validation_0-mae:3967.29394	validation_1-mae:5990.35254
[1576]	validation_0-mae:3966.54248	validation_1-mae:5990.33203
[1577]	validation_0-mae:3965.71509	validation_1-mae:5990.08691
[1578]	validation_0-mae:3965.04102	validation_1-mae:5990.20752
[1579]	validation_0-mae:3963.67871	validation_1-mae:5990.60205
[1580]	validation_0-mae:3962.26221	validation_1-mae:5990.65625
[1581]	validation_0-mae:3961.62744	validation_1-mae:5990.41602
[1582]	validation_0-mae:3960.51587	validation_1-mae:5990.43750
[1583]	validation_0-mae:3959.15918	validation_1-mae:5990.41699
[1584]	validation_0-mae:3958.06299	validation_1-mae:5989.82617
[1585]	validation_0-mae:3956.89233	validation_1-mae:5989.60938
[1586]	validation_0-mae:3956.23218	validation_1-mae:5989.57080
[1587]	validation_0-mae:3955.75781	validation_1-mae:5989.39551
[1588]	validation_0-mae:3955.27954	validation_1-mae:5989.23389
[1589]	validation_0-mae:3954.94238	validation_1-mae:5989.05420
[1590]	validation_0-mae:3952.63599	validation_1-mae:5987.89795
[1591]	validation_0-mae:3951.34009	validation_1-mae:5987.83252
[1592]	validation_0-mae:3949.72192	validation_1-mae:5987.09228
[1593]	validation_0-mae:3948.83520	validation_1-mae:5987.48242
[1594]	validation_0-mae:3947.51172	validation_1-mae:5987.55762
[1595]	validation_0-mae:3946.58374	validation_1-mae:5987.71045
[1596]	validation_0-mae:3945.31836	validation_1-mae:5986.91797
[1597]	validation_0-mae:3944.01587	validation_1-mae:5986.19873
[1598]	validation_0-mae:3942.85083	validation_1-mae:5986.09131
[1599]	validation_0-mae:3941.38672	validation_1-mae:5986.45605
[1600]	validation_0-mae:3939.80664	validation_1-mae:5985.70361
[1601]	validation_0-mae:3938.46924	validation_1-mae:5985.88770
[1602]	validation_0-mae:3937.56567	validation_1-mae:5985.87549
[1603]	validation_0-mae:3935.93213	validation_1-mae:5985.53320
[1604]	validation_0-mae:3935.05103	validation_1-mae:5985.58008
[1605]	validation_0-mae:3934.35376	validation_1-mae:5986.10547
[1606]	validation_0-mae:3933.57422	validation_1-mae:5986.44873
[1607]	validation_0-mae:3932.72192	validation_1-mae:5986.51758
[1608]	validation_0-mae:3932.07739	validation_1-mae:5986.20557
[1609]	validation_0-mae:3931.31909	validation_1-mae:5986.13330
[1610]	validation_0-mae:3930.05640	validation_1-mae:5985.99707
[1611]	validation_0-mae:3929.23340	validation_1-mae:5986.11182
[1612]	validation_0-mae:3927.96680	validation_1-mae:5985.40430
[1613]	validation_0-mae:3927.28857	validation_1-mae:5985.50830
[1614]	validation_0-mae:3925.98975	validation_1-mae:5985.41211
[1615]	validation_0-mae:3925.14990	validation_1-mae:5985.60303
[1616]	validation_0-mae:3924.71655	validation_1-mae:5986.05225
[1617]	validation_0-mae:3923.68188	validation_1-mae:5986.25635
[1618]	validation_0-mae:3922.83789	validation_1-mae:5986.40283
[1619]	validation_0-mae:3921.98975	validation_1-mae:5986.46143
[1620]	validation_0-mae:3920.84619	validation_1-mae:5986.49756
[1621]	validation_0-mae:3920.45361	validation_1-mae:5986.42432
[1622]	validation_0-mae:3918.96265	validation_1-mae:5986.56787
[1623]	validation_0-mae:3918.51294	validation_1-mae:5986.55664
[1624]	validation_0-mae:3917.52954	validation_1-mae:5986.36426
[1625]	validation_0-mae:3916.93115	validation_1-mae:5986.36426
[1626]	validation_0-mae:3916.27905	validation_1-mae:5986.55713
[1627]	validation_0-mae:3915.40942	validation_1-mae:5986.85547
[1628]	validation_0-mae:3914.67090	validation_1-mae:5986.59814
[1629]	validation_0-mae:3913.84888	validation_1-mae:5986.58252
[1630]	validation_0-mae:3913.32007	validation_1-mae:5986.47168
[1631]	validation_0-mae:3912.36719	validation_1-mae:5986.64014
[1632]	validation_0-mae:3911.11841	validation_1-mae:5986.46777
[1633]	validation_0-mae:3910.59375	validation_1-mae:5986.71680
[1634]	validation_0-mae:3909.65283	validation_1-mae:5987.12695
[1635]	validation_0-mae:3908.82642	validation_1-mae:5987.24756
[1636]	validation_0-mae:3907.96509	validation_1-mae:5987.27539
[1637]	validation_0-mae:3907.36987	validation_1-mae:5987.21533
[1638]	validation_0-mae:3906.63599	validation_1-mae:5987.05762
[1639]	validation_0-mae:3905.94043	validation_1-mae:5987.26172
[1640]	validation_0-mae:3904.92554	validation_1-mae:5987.32910
[1641]	validation_0-mae:3904.23755	validation_1-mae:5987.35742
[1642]	validation_0-mae:3903.67334	validation_1-mae:5987.39697
[1643]	validation_0-mae:3902.85181	validation_1-mae:5987.54199
[1644]	validation_0-mae:3902.02637	validation_1-mae:5987.46387
[1645]	validation_0-mae:3901.26440	validation_1-mae:5987.74365
[1646]	validation_0-mae:3900.84814	validation_1-mae:5987.85156
[1647]	validation_0-mae:3900.25049	validation_1-mae:5987.97412
[1648]	validation_0-mae:3899.53418	validation_1-mae:5987.96582
[1649]	validation_0-mae:3898.78809	validation_1-mae:5988.19385
[1650]	validation_0-mae:3898.20288	validation_1-mae:5988.47412
[1651]	validation_0-mae:3897.31030	validation_1-mae:5988.61963
[1652]	validation_0-mae:3896.73731	validation_1-mae:5988.66553
[1653]	validation_0-mae:3895.53076	validation_1-mae:5988.36816
[1654]	validation_0-mae:3894.83423	validation_1-mae:5988.61768
[1655]	validation_0-mae:3894.19605	validation_1-mae:5988.59326
[1656]	validation_0-mae:3893.55664	validation_1-mae:5988.78857
[1657]	validation_0-mae:3893.19580	validation_1-mae:5988.72363
[1658]	validation_0-mae:3892.39404	validation_1-mae:5988.43555
[1659]	validation_0-mae:3891.66162	validation_1-mae:5988.97803
[1660]	validation_0-mae:3890.79272	validation_1-mae:5989.30029
[1661]	validation_0-mae:3890.18408	validation_1-mae:5989.05371
[1662]	validation_0-mae:3889.46143	validation_1-mae:5988.90772
[1663]	validation_0-mae:3888.80200	validation_1-mae:5989.31689
[1664]	validation_0-mae:3887.81738	validation_1-mae:5989.20654
[1665]	validation_0-mae:3887.04419	validation_1-mae:5989.38135
[1666]	validation_0-mae:3886.04590	validation_1-mae:5989.65674
[1667]	validation_0-mae:3885.21509	validation_1-mae:5989.80078
[1668]	validation_0-mae:3884.89502	validation_1-mae:5989.87305
[1669]	validation_0-mae:3884.19165	validation_1-mae:5989.93115
[1670]	validation_0-mae:3883.27490	validation_1-mae:5989.44141
[1671]	validation_0-mae:3882.50146	validation_1-mae:5989.38232
[1672]	validation_0-mae:3881.48364	validation_1-mae:5988.71143
[1673]	validation_0-mae:3881.04394	validation_1-mae:5988.62793
[1674]	validation_0-mae:3880.25488	validation_1-mae:5988.75928
[1675]	validation_0-mae:3879.62280	validation_1-mae:5988.76465
[1676]	validation_0-mae:3878.86475	validation_1-mae:5988.95752
[1677]	validation_0-mae:3877.50781	validation_1-mae:5988.91016
[1678]	validation_0-mae:3876.44946	validation_1-mae:5988.72656
[1679]	validation_0-mae:3875.76880	validation_1-mae:5988.91113
[1680]	validation_0-mae:3875.04834	validation_1-mae:5989.12207
[1681]	validation_0-mae:3874.02075	validation_1-mae:5989.21728
[1682]	validation_0-mae:3873.09033	validation_1-mae:5989.23486
[1683]	validation_0-mae:3872.54224	validation_1-mae:5989.02539
[1684]	validation_0-mae:3871.81836	validation_1-mae:5989.09326
[1685]	validation_0-mae:3871.30786	validation_1-mae:5988.91357
[1686]	validation_0-mae:3870.63281	validation_1-mae:5988.92871
[1687]	validation_0-mae:3869.46729	validation_1-mae:5988.75049
[1688]	validation_0-mae:3868.57690	validation_1-mae:5988.91846
[1689]	validation_0-mae:3867.50146	validation_1-mae:5988.89404
[1690]	validation_0-mae:3866.76050	validation_1-mae:5988.55127
[1691]	validation_0-mae:3865.76416	validation_1-mae:5988.75684
[1692]	validation_0-mae:3865.21289	validation_1-mae:5988.71045
[1693]	validation_0-mae:3863.37939	validation_1-mae:5988.44141
[1694]	validation_0-mae:3863.16894	validation_1-mae:5988.37647
[1695]	validation_0-mae:3862.16577	validation_1-mae:5987.93262
[1696]	validation_0-mae:3861.14893	validation_1-mae:5987.70898
[1697]	validation_0-mae:3860.38257	validation_1-mae:5987.64990
[1698]	validation_0-mae:3859.51147	validation_1-mae:5987.71631
[1699]	validation_0-mae:3858.87573	validation_1-mae:5987.63623
Dropping: astra
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20745.88867
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.02148
[5]	validation_0-mae:17301.18555	validation_1-mae:17050.82422
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.00586
[7]	validation_0-mae:14475.86523	validation_1-mae:14245.83789
[8]	validation_0-mae:13346.72363	validation_1-mae:13123.64844
[9]	validation_0-mae:12383.51367	validation_1-mae:12163.87012
[10]	validation_0-mae:11563.51367	validation_1-mae:11347.74512
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.29981
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.88086
[13]	validation_0-mae:9819.97461	validation_1-mae:9624.27930
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.74707
[15]	validation_0-mae:9084.41894	validation_1-mae:8906.31934
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.91016
[17]	validation_0-mae:8567.56836	validation_1-mae:8410.47852
[18]	validation_0-mae:8374.73828	validation_1-mae:8222.29981
[19]	validation_0-mae:8212.24023	validation_1-mae:8069.50244
[20]	validation_0-mae:8069.49512	validation_1-mae:7938.42334
[21]	validation_0-mae:7945.14746	validation_1-mae:7830.52588
[22]	validation_0-mae:7847.00684	validation_1-mae:7744.08936
[23]	validation_0-mae:7760.75342	validation_1-mae:7674.97119
[24]	validation_0-mae:7677.04004	validation_1-mae:7596.62305
[25]	validation_0-mae:7604.44043	validation_1-mae:7533.30273
[26]	validation_0-mae:7548.93848	validation_1-mae:7486.51562
[27]	validation_0-mae:7488.62109	validation_1-mae:7432.49365
[28]	validation_0-mae:7439.36963	validation_1-mae:7391.40332
[29]	validation_0-mae:7397.19141	validation_1-mae:7357.24219
[30]	validation_0-mae:7361.49219	validation_1-mae:7326.77686
[31]	validation_0-mae:7320.92285	validation_1-mae:7290.23779
[32]	validation_0-mae:7292.50488	validation_1-mae:7272.76611
[33]	validation_0-mae:7264.29980	validation_1-mae:7251.71143
[34]	validation_0-mae:7233.97900	validation_1-mae:7231.72900
[35]	validation_0-mae:7202.50684	validation_1-mae:7207.03516
[36]	validation_0-mae:7185.27783	validation_1-mae:7193.60889
[37]	validation_0-mae:7167.57373	validation_1-mae:7183.56494
[38]	validation_0-mae:7142.21631	validation_1-mae:7162.18164
[39]	validation_0-mae:7120.85303	validation_1-mae:7145.04150
[40]	validation_0-mae:7104.45898	validation_1-mae:7136.40527
[41]	validation_0-mae:7088.63379	validation_1-mae:7128.74609
[42]	validation_0-mae:7068.10840	validation_1-mae:7113.84375
[43]	validation_0-mae:7047.75586	validation_1-mae:7099.26611
[44]	validation_0-mae:7022.35645	validation_1-mae:7079.10156
[45]	validation_0-mae:7001.04004	validation_1-mae:7059.38037
[46]	validation_0-mae:6982.76855	validation_1-mae:7046.75830
[47]	validation_0-mae:6972.17920	validation_1-mae:7040.06201
[48]	validation_0-mae:6955.85254	validation_1-mae:7029.70410
[49]	validation_0-mae:6940.66699	validation_1-mae:7020.58740
[50]	validation_0-mae:6919.78711	validation_1-mae:7001.69971
[51]	validation_0-mae:6902.77148	validation_1-mae:6987.68213
[52]	validation_0-mae:6890.45801	validation_1-mae:6979.12939
[53]	validation_0-mae:6872.04883	validation_1-mae:6963.04883
[54]	validation_0-mae:6854.54834	validation_1-mae:6950.68701
[55]	validation_0-mae:6842.35449	validation_1-mae:6940.95068
[56]	validation_0-mae:6832.18262	validation_1-mae:6934.59668
[57]	validation_0-mae:6817.85596	validation_1-mae:6927.28076
[58]	validation_0-mae:6804.40625	validation_1-mae:6918.24707
[59]	validation_0-mae:6793.25586	validation_1-mae:6910.85742
[60]	validation_0-mae:6776.04004	validation_1-mae:6897.63965
[61]	validation_0-mae:6761.69336	validation_1-mae:6884.86963
[62]	validation_0-mae:6750.37842	validation_1-mae:6876.12988
[63]	validation_0-mae:6737.20654	validation_1-mae:6866.37451
[64]	validation_0-mae:6723.90625	validation_1-mae:6856.12109
[65]	validation_0-mae:6713.77637	validation_1-mae:6851.83643
[66]	validation_0-mae:6701.17090	validation_1-mae:6842.72656
[67]	validation_0-mae:6680.21582	validation_1-mae:6825.35400
[68]	validation_0-mae:6667.84033	validation_1-mae:6814.49756
[69]	validation_0-mae:6660.58008	validation_1-mae:6807.29590
[70]	validation_0-mae:6649.20508	validation_1-mae:6800.28516
[71]	validation_0-mae:6637.02246	validation_1-mae:6791.93457
[72]	validation_0-mae:6626.56738	validation_1-mae:6783.56055
[73]	validation_0-mae:6615.54004	validation_1-mae:6774.27832
[74]	validation_0-mae:6606.92725	validation_1-mae:6769.71875
[75]	validation_0-mae:6599.22314	validation_1-mae:6764.50635
[76]	validation_0-mae:6585.89111	validation_1-mae:6753.35010
[77]	validation_0-mae:6580.71289	validation_1-mae:6749.07861
[78]	validation_0-mae:6569.11865	validation_1-mae:6741.61670
[79]	validation_0-mae:6560.81397	validation_1-mae:6734.91797
[80]	validation_0-mae:6554.91406	validation_1-mae:6731.88672
[81]	validation_0-mae:6549.45166	validation_1-mae:6729.49023
[82]	validation_0-mae:6536.50244	validation_1-mae:6717.71191
[83]	validation_0-mae:6523.54883	validation_1-mae:6707.40674
[84]	validation_0-mae:6515.52441	validation_1-mae:6701.08447
[85]	validation_0-mae:6507.63037	validation_1-mae:6693.63184
[86]	validation_0-mae:6501.02002	validation_1-mae:6690.59473
[87]	validation_0-mae:6491.32178	validation_1-mae:6684.12793
[88]	validation_0-mae:6481.84766	validation_1-mae:6677.97900
[89]	validation_0-mae:6474.48486	validation_1-mae:6671.49072
[90]	validation_0-mae:6465.49756	validation_1-mae:6666.32031
[91]	validation_0-mae:6462.68652	validation_1-mae:6665.38281
[92]	validation_0-mae:6453.74170	validation_1-mae:6659.38867
[93]	validation_0-mae:6448.24707	validation_1-mae:6655.70117
[94]	validation_0-mae:6442.43115	validation_1-mae:6654.31299
[95]	validation_0-mae:6433.37988	validation_1-mae:6647.86084
[96]	validation_0-mae:6426.41016	validation_1-mae:6642.42529
[97]	validation_0-mae:6419.03955	validation_1-mae:6637.91162
[98]	validation_0-mae:6411.53272	validation_1-mae:6633.17188
[99]	validation_0-mae:6406.69092	validation_1-mae:6630.73193
[100]	validation_0-mae:6402.05322	validation_1-mae:6627.76123
[101]	validation_0-mae:6393.16211	validation_1-mae:6622.66748
[102]	validation_0-mae:6386.52686	validation_1-mae:6618.41211
[103]	validation_0-mae:6377.44531	validation_1-mae:6613.09473
[104]	validation_0-mae:6371.23535	validation_1-mae:6609.01758
[105]	validation_0-mae:6366.20215	validation_1-mae:6605.87109
[106]	validation_0-mae:6362.37256	validation_1-mae:6604.51758
[107]	validation_0-mae:6353.74658	validation_1-mae:6599.08203
[108]	validation_0-mae:6348.58105	validation_1-mae:6594.07080
[109]	validation_0-mae:6343.87402	validation_1-mae:6590.13037
[110]	validation_0-mae:6335.54834	validation_1-mae:6583.86621
[111]	validation_0-mae:6331.29785	validation_1-mae:6581.21680
[112]	validation_0-mae:6324.87891	validation_1-mae:6576.75732
[113]	validation_0-mae:6318.61279	validation_1-mae:6572.40576
[114]	validation_0-mae:6310.58936	validation_1-mae:6564.07520
[115]	validation_0-mae:6305.42285	validation_1-mae:6561.53613
[116]	validation_0-mae:6301.43213	validation_1-mae:6559.34131
[117]	validation_0-mae:6297.00781	validation_1-mae:6556.03760
[118]	validation_0-mae:6291.01270	validation_1-mae:6551.69775
[119]	validation_0-mae:6287.09473	validation_1-mae:6547.76611
[120]	validation_0-mae:6279.68262	validation_1-mae:6543.90527
[121]	validation_0-mae:6273.93408	validation_1-mae:6539.72168
[122]	validation_0-mae:6270.30518	validation_1-mae:6538.58496
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[1663]	validation_0-mae:3910.71411	validation_1-mae:6010.68555
[1664]	validation_0-mae:3910.35107	validation_1-mae:6010.55566
[1665]	validation_0-mae:3909.98096	validation_1-mae:6010.60693
[1666]	validation_0-mae:3909.02539	validation_1-mae:6009.46191
[1667]	validation_0-mae:3908.43018	validation_1-mae:6009.39600
[1668]	validation_0-mae:3907.58228	validation_1-mae:6009.81934
[1669]	validation_0-mae:3906.53442	validation_1-mae:6009.53125
[1670]	validation_0-mae:3906.13745	validation_1-mae:6009.56250
[1671]	validation_0-mae:3905.19238	validation_1-mae:6009.46631
[1672]	validation_0-mae:3904.35571	validation_1-mae:6009.28076
[1673]	validation_0-mae:3903.73999	validation_1-mae:6009.76367
[1674]	validation_0-mae:3903.13672	validation_1-mae:6010.06738
[1675]	validation_0-mae:3902.60034	validation_1-mae:6009.93945
[1676]	validation_0-mae:3901.80615	validation_1-mae:6010.28955
[1677]	validation_0-mae:3901.25171	validation_1-mae:6010.39014
[1678]	validation_0-mae:3900.33008	validation_1-mae:6010.22510
[1679]	validation_0-mae:3900.26367	validation_1-mae:6010.22510
[1680]	validation_0-mae:3899.71924	validation_1-mae:6010.32910
[1681]	validation_0-mae:3899.35767	validation_1-mae:6010.16699
[1682]	validation_0-mae:3898.53589	validation_1-mae:6010.12353
[1683]	validation_0-mae:3898.13306	validation_1-mae:6010.08350
[1684]	validation_0-mae:3897.61426	validation_1-mae:6010.13428
[1685]	validation_0-mae:3897.25073	validation_1-mae:6010.18262
[1686]	validation_0-mae:3896.74463	validation_1-mae:6010.08984
[1687]	validation_0-mae:3896.07617	validation_1-mae:6010.20801
[1688]	validation_0-mae:3895.29126	validation_1-mae:6010.09912
[1689]	validation_0-mae:3894.93018	validation_1-mae:6010.02881
[1690]	validation_0-mae:3894.54932	validation_1-mae:6010.12842
[1691]	validation_0-mae:3893.86548	validation_1-mae:6010.38379
[1692]	validation_0-mae:3892.91528	validation_1-mae:6010.67529
[1693]	validation_0-mae:3891.86572	validation_1-mae:6010.72168
[1694]	validation_0-mae:3890.89209	validation_1-mae:6010.46338
[1695]	validation_0-mae:3890.35596	validation_1-mae:6010.69043
[1696]	validation_0-mae:3889.54785	validation_1-mae:6010.44531
[1697]	validation_0-mae:3888.96460	validation_1-mae:6010.80225
[1698]	validation_0-mae:3887.64209	validation_1-mae:6011.37207
[1699]	validation_0-mae:3886.93555	validation_1-mae:6011.10400
Dropping: prz
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73828	validation_1-mae:8221.81543
[19]	validation_0-mae:8212.24023	validation_1-mae:8069.01807
[20]	validation_0-mae:8069.49512	validation_1-mae:7937.93848
[21]	validation_0-mae:7945.14746	validation_1-mae:7830.04150
[22]	validation_0-mae:7847.00684	validation_1-mae:7744.13818
[23]	validation_0-mae:7760.75342	validation_1-mae:7675.02441
[24]	validation_0-mae:7677.04004	validation_1-mae:7596.67627
[25]	validation_0-mae:7604.44043	validation_1-mae:7533.35596
[26]	validation_0-mae:7548.93848	validation_1-mae:7486.56836
[27]	validation_0-mae:7488.62109	validation_1-mae:7432.54688
[28]	validation_0-mae:7439.37061	validation_1-mae:7391.72168
[29]	validation_0-mae:7397.19189	validation_1-mae:7357.56055
[30]	validation_0-mae:7361.49316	validation_1-mae:7327.09522
[31]	validation_0-mae:7320.92383	validation_1-mae:7290.50244
[32]	validation_0-mae:7292.50586	validation_1-mae:7273.03076
[33]	validation_0-mae:7264.30078	validation_1-mae:7251.97607
[34]	validation_0-mae:7233.97998	validation_1-mae:7231.99414
[35]	validation_0-mae:7202.50781	validation_1-mae:7207.29980
[36]	validation_0-mae:7185.29102	validation_1-mae:7193.88135
[37]	validation_0-mae:7167.66357	validation_1-mae:7183.82471
[38]	validation_0-mae:7142.30273	validation_1-mae:7162.43701
[39]	validation_0-mae:7120.93994	validation_1-mae:7145.29492
[40]	validation_0-mae:7104.53809	validation_1-mae:7136.37793
[41]	validation_0-mae:7088.71289	validation_1-mae:7128.70947
[42]	validation_0-mae:7068.18799	validation_1-mae:7113.74512
[43]	validation_0-mae:7047.83496	validation_1-mae:7099.16846
[44]	validation_0-mae:7022.43457	validation_1-mae:7078.98633
[45]	validation_0-mae:7001.11816	validation_1-mae:7059.24463
[46]	validation_0-mae:6982.85010	validation_1-mae:7046.56738
[47]	validation_0-mae:6972.26221	validation_1-mae:7039.87109
[48]	validation_0-mae:6955.95068	validation_1-mae:7029.44775
[49]	validation_0-mae:6940.76660	validation_1-mae:7020.33057
[50]	validation_0-mae:6919.89111	validation_1-mae:7001.44336
[51]	validation_0-mae:6906.21289	validation_1-mae:6991.22559
[52]	validation_0-mae:6894.77734	validation_1-mae:6983.05127
[53]	validation_0-mae:6873.33008	validation_1-mae:6965.65088
[54]	validation_0-mae:6856.12061	validation_1-mae:6950.35645
[55]	validation_0-mae:6841.99561	validation_1-mae:6943.19971
[56]	validation_0-mae:6829.34570	validation_1-mae:6932.82178
[57]	validation_0-mae:6807.27441	validation_1-mae:6913.16455
[58]	validation_0-mae:6799.34473	validation_1-mae:6908.46045
[59]	validation_0-mae:6784.54639	validation_1-mae:6896.74268
[60]	validation_0-mae:6772.19922	validation_1-mae:6887.49707
[61]	validation_0-mae:6759.73975	validation_1-mae:6878.26953
[62]	validation_0-mae:6744.27393	validation_1-mae:6867.93555
[63]	validation_0-mae:6732.24853	validation_1-mae:6859.56299
[64]	validation_0-mae:6720.68457	validation_1-mae:6850.07422
[65]	validation_0-mae:6708.67090	validation_1-mae:6843.02783
[66]	validation_0-mae:6695.46728	validation_1-mae:6832.31982
[67]	validation_0-mae:6686.49414	validation_1-mae:6830.35059
[68]	validation_0-mae:6677.62061	validation_1-mae:6826.19141
[69]	validation_0-mae:6669.80713	validation_1-mae:6821.26709
[70]	validation_0-mae:6657.85986	validation_1-mae:6812.31982
[71]	validation_0-mae:6645.04736	validation_1-mae:6801.58203
[72]	validation_0-mae:6637.44189	validation_1-mae:6795.97314
[73]	validation_0-mae:6628.96436	validation_1-mae:6792.15381
[74]	validation_0-mae:6616.16260	validation_1-mae:6780.49268
[75]	validation_0-mae:6601.89502	validation_1-mae:6771.64893
[76]	validation_0-mae:6596.51855	validation_1-mae:6767.11230
[77]	validation_0-mae:6585.03955	validation_1-mae:6757.97949
[78]	validation_0-mae:6569.46924	validation_1-mae:6744.68897
[79]	validation_0-mae:6562.60986	validation_1-mae:6740.88818
[80]	validation_0-mae:6553.34814	validation_1-mae:6734.69434
[81]	validation_0-mae:6543.51953	validation_1-mae:6726.40039
[82]	validation_0-mae:6535.65527	validation_1-mae:6723.10059
[83]	validation_0-mae:6530.65869	validation_1-mae:6720.44727
[84]	validation_0-mae:6519.13330	validation_1-mae:6713.61279
[85]	validation_0-mae:6511.64941	validation_1-mae:6710.56641
[86]	validation_0-mae:6503.72266	validation_1-mae:6704.69287
[87]	validation_0-mae:6494.49609	validation_1-mae:6697.31494
[88]	validation_0-mae:6488.25391	validation_1-mae:6695.79932
[89]	validation_0-mae:6479.52100	validation_1-mae:6689.56152
[90]	validation_0-mae:6470.00098	validation_1-mae:6681.16016
[91]	validation_0-mae:6458.01367	validation_1-mae:6672.55420
[92]	validation_0-mae:6452.46094	validation_1-mae:6668.43701
[93]	validation_0-mae:6447.08838	validation_1-mae:6665.09912
[94]	validation_0-mae:6438.99512	validation_1-mae:6659.63623
[95]	validation_0-mae:6431.72266	validation_1-mae:6654.15234
[96]	validation_0-mae:6429.43555	validation_1-mae:6651.80322
[97]	validation_0-mae:6420.55518	validation_1-mae:6646.37988
[98]	validation_0-mae:6413.21045	validation_1-mae:6639.94238
[99]	validation_0-mae:6408.20557	validation_1-mae:6635.86377
[100]	validation_0-mae:6405.48584	validation_1-mae:6634.64258
[101]	validation_0-mae:6397.64648	validation_1-mae:6631.64404
[102]	validation_0-mae:6388.32861	validation_1-mae:6625.90527
[103]	validation_0-mae:6378.40332	validation_1-mae:6620.43164
[104]	validation_0-mae:6369.08008	validation_1-mae:6613.23389
[105]	validation_0-mae:6365.28906	validation_1-mae:6610.50977
[106]	validation_0-mae:6360.72314	validation_1-mae:6608.27490
[107]	validation_0-mae:6354.72168	validation_1-mae:6604.25879
[108]	validation_0-mae:6350.92090	validation_1-mae:6601.87695
[109]	validation_0-mae:6341.44189	validation_1-mae:6593.36133
[110]	validation_0-mae:6333.40381	validation_1-mae:6585.95801
[111]	validation_0-mae:6328.28272	validation_1-mae:6581.29980
[112]	validation_0-mae:6324.23584	validation_1-mae:6578.29248
[113]	validation_0-mae:6320.04443	validation_1-mae:6577.36230
[114]	validation_0-mae:6317.18603	validation_1-mae:6575.36133
[115]	validation_0-mae:6312.03857	validation_1-mae:6573.31006
[116]	validation_0-mae:6305.63867	validation_1-mae:6568.99463
[117]	validation_0-mae:6297.74170	validation_1-mae:6563.39600
[118]	validation_0-mae:6292.06103	validation_1-mae:6560.55908
[119]	validation_0-mae:6285.95898	validation_1-mae:6557.94824
[120]	validation_0-mae:6280.41309	validation_1-mae:6556.18311
[121]	validation_0-mae:6275.70312	validation_1-mae:6554.75586
[122]	validation_0-mae:6271.43115	validation_1-mae:6552.08398
[123]	validation_0-mae:6266.01807	validation_1-mae:6550.17041
[124]	validation_0-mae:6260.97559	validation_1-mae:6547.25684
[125]	validation_0-mae:6257.84033	validation_1-mae:6545.75635
[126]	validation_0-mae:6251.48291	validation_1-mae:6541.20312
[127]	validation_0-mae:6247.68652	validation_1-mae:6539.94775
[128]	validation_0-mae:6243.20166	validation_1-mae:6536.77393
[129]	validation_0-mae:6239.48926	validation_1-mae:6536.07080
[130]	validation_0-mae:6234.36475	validation_1-mae:6532.35791
[131]	validation_0-mae:6222.12061	validation_1-mae:6521.69580
[132]	validation_0-mae:6216.82959	validation_1-mae:6517.77588
[133]	validation_0-mae:6212.27393	validation_1-mae:6514.97510
[134]	validation_0-mae:6211.48291	validation_1-mae:6513.53174
[135]	validation_0-mae:6206.91064	validation_1-mae:6509.80078
[136]	validation_0-mae:6202.23633	validation_1-mae:6508.31348
[137]	validation_0-mae:6194.91650	validation_1-mae:6503.44629
[138]	validation_0-mae:6190.64551	validation_1-mae:6500.69385
[139]	validation_0-mae:6186.40430	validation_1-mae:6498.64062
[140]	validation_0-mae:6183.42432	validation_1-mae:6497.54980
[141]	validation_0-mae:6179.67676	validation_1-mae:6495.76221
[142]	validation_0-mae:6174.18994	validation_1-mae:6492.91113
[143]	validation_0-mae:6170.41162	validation_1-mae:6490.84473
[144]	validation_0-mae:6162.07764	validation_1-mae:6483.59619
[145]	validation_0-mae:6159.47559	validation_1-mae:6482.51611
[146]	validation_0-mae:6151.86279	validation_1-mae:6475.94385
[147]	validation_0-mae:6150.41797	validation_1-mae:6474.81348
[148]	validation_0-mae:6140.21289	validation_1-mae:6470.27930
[149]	validation_0-mae:6136.54004	validation_1-mae:6468.26025
[150]	validation_0-mae:6132.56738	validation_1-mae:6466.20068
[151]	validation_0-mae:6127.87012	validation_1-mae:6463.54297
[152]	validation_0-mae:6124.11230	validation_1-mae:6462.24658
[153]	validation_0-mae:6122.72803	validation_1-mae:6462.65234
[154]	validation_0-mae:6120.68799	validation_1-mae:6462.50147
[155]	validation_0-mae:6117.26855	validation_1-mae:6461.60254
[156]	validation_0-mae:6112.84180	validation_1-mae:6460.29102
[157]	validation_0-mae:6110.15478	validation_1-mae:6459.53711
[158]	validation_0-mae:6107.30713	validation_1-mae:6457.76367
[159]	validation_0-mae:6103.28711	validation_1-mae:6456.31885
[160]	validation_0-mae:6100.94922	validation_1-mae:6454.82324
[161]	validation_0-mae:6096.84619	validation_1-mae:6451.31397
[162]	validation_0-mae:6092.47510	validation_1-mae:6448.81055
[163]	validation_0-mae:6089.13770	validation_1-mae:6446.61963
[164]	validation_0-mae:6083.56592	validation_1-mae:6443.27148
[165]	validation_0-mae:6080.59375	validation_1-mae:6440.19043
[166]	validation_0-mae:6078.39697	validation_1-mae:6439.16650
[167]	validation_0-mae:6070.45850	validation_1-mae:6433.94287
[168]	validation_0-mae:6065.82861	validation_1-mae:6431.81299
[169]	validation_0-mae:6062.23340	validation_1-mae:6430.04492
[170]	validation_0-mae:6060.08203	validation_1-mae:6429.13721
[171]	validation_0-mae:6054.44189	validation_1-mae:6427.91260
[172]	validation_0-mae:6049.59668	validation_1-mae:6424.45068
[173]	validation_0-mae:6045.31348	validation_1-mae:6423.64209
[174]	validation_0-mae:6040.93506	validation_1-mae:6421.41064
[175]	validation_0-mae:6039.64258	validation_1-mae:6420.73047
[176]	validation_0-mae:6033.56836	validation_1-mae:6416.97949
[177]	validation_0-mae:6030.27344	validation_1-mae:6415.81445
[178]	validation_0-mae:6027.24805	validation_1-mae:6413.84814
[179]	validation_0-mae:6023.59863	validation_1-mae:6412.68701
[180]	validation_0-mae:6019.49365	validation_1-mae:6409.99414
[181]	validation_0-mae:6014.37256	validation_1-mae:6407.76270
[182]	validation_0-mae:6009.94336	validation_1-mae:6405.23584
[183]	validation_0-mae:6006.83398	validation_1-mae:6405.34033
[184]	validation_0-mae:6003.58203	validation_1-mae:6403.30713
[185]	validation_0-mae:6000.71680	validation_1-mae:6401.49316
[186]	validation_0-mae:5998.53516	validation_1-mae:6401.56592
[187]	validation_0-mae:5995.21973	validation_1-mae:6399.98438
[188]	validation_0-mae:5990.87500	validation_1-mae:6397.73096
[189]	validation_0-mae:5989.97022	validation_1-mae:6397.41455
[190]	validation_0-mae:5986.07275	validation_1-mae:6394.80029
[191]	validation_0-mae:5979.53027	validation_1-mae:6390.37988
[192]	validation_0-mae:5975.15772	validation_1-mae:6389.11523
[193]	validation_0-mae:5971.18408	validation_1-mae:6387.32764
[194]	validation_0-mae:5970.23242	validation_1-mae:6386.81738
[195]	validation_0-mae:5965.64746	validation_1-mae:6386.01318
[196]	validation_0-mae:5962.40088	validation_1-mae:6385.59180
[197]	validation_0-mae:5957.91016	validation_1-mae:6384.46436
[198]	validation_0-mae:5953.41455	validation_1-mae:6382.15820
[199]	validation_0-mae:5948.27148	validation_1-mae:6378.80420
[200]	validation_0-mae:5946.09277	validation_1-mae:6378.85596
[201]	validation_0-mae:5943.47754	validation_1-mae:6378.02344
[202]	validation_0-mae:5942.57422	validation_1-mae:6377.71533
[203]	validation_0-mae:5939.91846	validation_1-mae:6376.46045
[204]	validation_0-mae:5938.32715	validation_1-mae:6375.43945
[205]	validation_0-mae:5932.55176	validation_1-mae:6372.43213
[206]	validation_0-mae:5926.93848	validation_1-mae:6369.50293
[207]	validation_0-mae:5922.80225	validation_1-mae:6367.16064
[208]	validation_0-mae:5916.98584	validation_1-mae:6364.47900
[209]	validation_0-mae:5915.22656	validation_1-mae:6364.21728
[210]	validation_0-mae:5908.13379	validation_1-mae:6360.08984
[211]	validation_0-mae:5904.86377	validation_1-mae:6360.36475
[212]	validation_0-mae:5902.08154	validation_1-mae:6358.52490
[213]	validation_0-mae:5899.17773	validation_1-mae:6356.06885
[214]	validation_0-mae:5893.17725	validation_1-mae:6352.86572
[215]	validation_0-mae:5891.77051	validation_1-mae:6352.34522
[216]	validation_0-mae:5889.92529	validation_1-mae:6352.04590
[217]	validation_0-mae:5886.68066	validation_1-mae:6350.45947
[218]	validation_0-mae:5884.51367	validation_1-mae:6350.67480
[219]	validation_0-mae:5881.27832	validation_1-mae:6348.56689
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[1505]	validation_0-mae:4035.60083	validation_1-mae:5993.85059
[1506]	validation_0-mae:4035.13062	validation_1-mae:5994.07471
[1507]	validation_0-mae:4034.97388	validation_1-mae:5994.10352
[1508]	validation_0-mae:4034.64819	validation_1-mae:5993.98584
[1509]	validation_0-mae:4034.40112	validation_1-mae:5994.13330
[1510]	validation_0-mae:4033.14331	validation_1-mae:5994.59277
[1511]	validation_0-mae:4032.19409	validation_1-mae:5994.23145
[1512]	validation_0-mae:4031.29150	validation_1-mae:5994.08496
[1513]	validation_0-mae:4030.68481	validation_1-mae:5994.29688
[1514]	validation_0-mae:4029.19238	validation_1-mae:5994.17529
[1515]	validation_0-mae:4027.69287	validation_1-mae:5994.91406
[1516]	validation_0-mae:4027.15552	validation_1-mae:5995.06592
[1517]	validation_0-mae:4025.85644	validation_1-mae:5994.62744
[1518]	validation_0-mae:4024.77197	validation_1-mae:5994.49072
[1519]	validation_0-mae:4023.65771	validation_1-mae:5994.31006
[1520]	validation_0-mae:4022.70776	validation_1-mae:5994.37842
[1521]	validation_0-mae:4022.29004	validation_1-mae:5994.25830
[1522]	validation_0-mae:4021.71777	validation_1-mae:5994.70898
[1523]	validation_0-mae:4020.94678	validation_1-mae:5994.58691
[1524]	validation_0-mae:4020.00391	validation_1-mae:5994.66016
[1525]	validation_0-mae:4019.24707	validation_1-mae:5994.75147
[1526]	validation_0-mae:4018.86060	validation_1-mae:5994.95898
[1527]	validation_0-mae:4018.25635	validation_1-mae:5995.02002
[1528]	validation_0-mae:4017.84106	validation_1-mae:5995.14160
[1529]	validation_0-mae:4016.49854	validation_1-mae:5994.83789
[1530]	validation_0-mae:4015.48608	validation_1-mae:5994.74561
[1531]	validation_0-mae:4014.52173	validation_1-mae:5995.08301
[1532]	validation_0-mae:4013.57617	validation_1-mae:5995.27197
[1533]	validation_0-mae:4012.45093	validation_1-mae:5995.35645
[1534]	validation_0-mae:4011.68408	validation_1-mae:5995.36084
[1535]	validation_0-mae:4011.04883	validation_1-mae:5995.30859
[1536]	validation_0-mae:4009.75073	validation_1-mae:5995.57227
[1537]	validation_0-mae:4009.28662	validation_1-mae:5995.54785
[1538]	validation_0-mae:4009.12085	validation_1-mae:5995.54932
[1539]	validation_0-mae:4008.80322	validation_1-mae:5995.64160
[1540]	validation_0-mae:4008.22144	validation_1-mae:5995.44531
[1541]	validation_0-mae:4007.59546	validation_1-mae:5995.35254
[1542]	validation_0-mae:4006.50684	validation_1-mae:5995.14697
[1543]	validation_0-mae:4004.66821	validation_1-mae:5994.78369
[1544]	validation_0-mae:4003.29028	validation_1-mae:5994.77100
[1545]	validation_0-mae:4002.09668	validation_1-mae:5994.55371
[1546]	validation_0-mae:4001.20093	validation_1-mae:5994.20703
[1547]	validation_0-mae:3999.74316	validation_1-mae:5994.02441
[1548]	validation_0-mae:3998.32666	validation_1-mae:5993.84082
[1549]	validation_0-mae:3997.53540	validation_1-mae:5993.47363
[1550]	validation_0-mae:3997.06714	validation_1-mae:5993.52295
[1551]	validation_0-mae:3995.85327	validation_1-mae:5993.43359
[1552]	validation_0-mae:3995.18994	validation_1-mae:5993.63770
[1553]	validation_0-mae:3994.48096	validation_1-mae:5993.71387
[1554]	validation_0-mae:3993.88062	validation_1-mae:5993.75195
[1555]	validation_0-mae:3993.04761	validation_1-mae:5993.74072
[1556]	validation_0-mae:3992.72119	validation_1-mae:5994.22852
[1557]	validation_0-mae:3992.48022	validation_1-mae:5994.13428
[1558]	validation_0-mae:3991.90552	validation_1-mae:5993.91504
[1559]	validation_0-mae:3991.14673	validation_1-mae:5993.98096
[1560]	validation_0-mae:3990.52954	validation_1-mae:5993.81348
[1561]	validation_0-mae:3990.47656	validation_1-mae:5993.80811
[1562]	validation_0-mae:3990.34131	validation_1-mae:5993.92139
[1563]	validation_0-mae:3990.11987	validation_1-mae:5994.08496
[1564]	validation_0-mae:3989.97583	validation_1-mae:5994.06836
[1565]	validation_0-mae:3989.21753	validation_1-mae:5994.00098
[1566]	validation_0-mae:3987.97388	validation_1-mae:5993.54297
[1567]	validation_0-mae:3987.43726	validation_1-mae:5993.78711
[1568]	validation_0-mae:3985.89990	validation_1-mae:5993.01611
[1569]	validation_0-mae:3984.82056	validation_1-mae:5992.84082
[1570]	validation_0-mae:3983.61426	validation_1-mae:5992.68213
[1571]	validation_0-mae:3982.85059	validation_1-mae:5992.45068
[1572]	validation_0-mae:3982.21411	validation_1-mae:5992.30273
[1573]	validation_0-mae:3980.93042	validation_1-mae:5992.70898
[1574]	validation_0-mae:3980.08081	validation_1-mae:5992.41113
[1575]	validation_0-mae:3979.14429	validation_1-mae:5992.37012
[1576]	validation_0-mae:3978.49316	validation_1-mae:5992.45996
[1577]	validation_0-mae:3977.68335	validation_1-mae:5992.28857
[1578]	validation_0-mae:3976.38843	validation_1-mae:5991.88086
[1579]	validation_0-mae:3975.37012	validation_1-mae:5991.47314
[1580]	validation_0-mae:3974.93359	validation_1-mae:5991.76709
[1581]	validation_0-mae:3974.60010	validation_1-mae:5991.73730
[1582]	validation_0-mae:3973.67993	validation_1-mae:5991.87695
[1583]	validation_0-mae:3972.48096	validation_1-mae:5991.98486
[1584]	validation_0-mae:3971.75244	validation_1-mae:5992.18799
[1585]	validation_0-mae:3970.91846	validation_1-mae:5992.27344
[1586]	validation_0-mae:3970.38281	validation_1-mae:5992.09570
[1587]	validation_0-mae:3969.49097	validation_1-mae:5991.78467
[1588]	validation_0-mae:3968.36182	validation_1-mae:5991.59766
[1589]	validation_0-mae:3967.24219	validation_1-mae:5991.43506
[1590]	validation_0-mae:3966.56104	validation_1-mae:5991.18652
[1591]	validation_0-mae:3966.01465	validation_1-mae:5991.04639
[1592]	validation_0-mae:3965.09937	validation_1-mae:5990.82275
[1593]	validation_0-mae:3964.73999	validation_1-mae:5990.87305
[1594]	validation_0-mae:3964.22095	validation_1-mae:5990.73682
[1595]	validation_0-mae:3963.38452	validation_1-mae:5990.37158
[1596]	validation_0-mae:3963.02417	validation_1-mae:5990.23584
[1597]	validation_0-mae:3962.31714	validation_1-mae:5990.09570
[1598]	validation_0-mae:3961.75708	validation_1-mae:5990.27295
[1599]	validation_0-mae:3960.65552	validation_1-mae:5990.57617
[1600]	validation_0-mae:3960.13721	validation_1-mae:5990.32959
[1601]	validation_0-mae:3959.11450	validation_1-mae:5990.14795
[1602]	validation_0-mae:3958.61523	validation_1-mae:5990.00879
[1603]	validation_0-mae:3957.78809	validation_1-mae:5990.28760
[1604]	validation_0-mae:3957.41480	validation_1-mae:5990.54541
[1605]	validation_0-mae:3956.61548	validation_1-mae:5990.77441
[1606]	validation_0-mae:3955.90918	validation_1-mae:5990.80615
[1607]	validation_0-mae:3955.25879	validation_1-mae:5991.37158
[1608]	validation_0-mae:3954.72754	validation_1-mae:5991.64697
[1609]	validation_0-mae:3954.35400	validation_1-mae:5991.76660
[1610]	validation_0-mae:3953.71216	validation_1-mae:5991.78906
[1611]	validation_0-mae:3953.45703	validation_1-mae:5991.61182
[1612]	validation_0-mae:3953.13428	validation_1-mae:5991.50830
[1613]	validation_0-mae:3953.00586	validation_1-mae:5991.55908
[1614]	validation_0-mae:3952.48096	validation_1-mae:5991.56885
[1615]	validation_0-mae:3952.04517	validation_1-mae:5991.29248
[1616]	validation_0-mae:3951.94946	validation_1-mae:5991.33887
[1617]	validation_0-mae:3951.54224	validation_1-mae:5991.27393
[1618]	validation_0-mae:3951.34619	validation_1-mae:5991.24316
[1619]	validation_0-mae:3950.35010	validation_1-mae:5991.22607
[1620]	validation_0-mae:3949.85034	validation_1-mae:5991.37305
[1621]	validation_0-mae:3949.23926	validation_1-mae:5991.27100
[1622]	validation_0-mae:3948.61206	validation_1-mae:5991.08545
[1623]	validation_0-mae:3947.95312	validation_1-mae:5991.23438
[1624]	validation_0-mae:3947.43945	validation_1-mae:5991.35840
[1625]	validation_0-mae:3946.95996	validation_1-mae:5991.77686
[1626]	validation_0-mae:3945.95288	validation_1-mae:5991.70068
[1627]	validation_0-mae:3945.46020	validation_1-mae:5991.56445
[1628]	validation_0-mae:3945.00342	validation_1-mae:5991.41943
[1629]	validation_0-mae:3944.39551	validation_1-mae:5991.55273
[1630]	validation_0-mae:3943.78394	validation_1-mae:5991.50391
[1631]	validation_0-mae:3943.31104	validation_1-mae:5991.48389
[1632]	validation_0-mae:3942.84326	validation_1-mae:5991.37939
[1633]	validation_0-mae:3942.28857	validation_1-mae:5991.52197
[1634]	validation_0-mae:3941.84741	validation_1-mae:5991.47900
[1635]	validation_0-mae:3941.34521	validation_1-mae:5991.37402
[1636]	validation_0-mae:3940.23853	validation_1-mae:5991.77148
[1637]	validation_0-mae:3939.47900	validation_1-mae:5991.54932
[1638]	validation_0-mae:3938.95190	validation_1-mae:5991.63672
[1639]	validation_0-mae:3937.97339	validation_1-mae:5991.53125
[1640]	validation_0-mae:3937.20874	validation_1-mae:5991.27978
[1641]	validation_0-mae:3936.31543	validation_1-mae:5991.35352
[1642]	validation_0-mae:3935.59155	validation_1-mae:5991.29492
[1643]	validation_0-mae:3934.63110	validation_1-mae:5991.14502
[1644]	validation_0-mae:3933.76807	validation_1-mae:5991.76318
[1645]	validation_0-mae:3932.98584	validation_1-mae:5991.68018
[1646]	validation_0-mae:3932.10278	validation_1-mae:5991.31250
[1647]	validation_0-mae:3930.45898	validation_1-mae:5991.51562
[1648]	validation_0-mae:3929.81104	validation_1-mae:5991.84961
[1649]	validation_0-mae:3928.98828	validation_1-mae:5992.12353
[1650]	validation_0-mae:3928.01416	validation_1-mae:5991.81738
[1651]	validation_0-mae:3927.08887	validation_1-mae:5992.22217
[1652]	validation_0-mae:3925.92407	validation_1-mae:5992.31934
[1653]	validation_0-mae:3924.90845	validation_1-mae:5992.19092
[1654]	validation_0-mae:3924.14990	validation_1-mae:5992.08643
[1655]	validation_0-mae:3923.43555	validation_1-mae:5992.03272
[1656]	validation_0-mae:3922.87329	validation_1-mae:5991.95117
[1657]	validation_0-mae:3921.51343	validation_1-mae:5991.38135
[1658]	validation_0-mae:3920.58447	validation_1-mae:5991.33252
[1659]	validation_0-mae:3919.92725	validation_1-mae:5991.07080
[1660]	validation_0-mae:3919.19751	validation_1-mae:5991.40576
[1661]	validation_0-mae:3918.83520	validation_1-mae:5991.33154
[1662]	validation_0-mae:3918.38965	validation_1-mae:5991.29980
[1663]	validation_0-mae:3917.83398	validation_1-mae:5991.27197
[1664]	validation_0-mae:3917.51050	validation_1-mae:5991.44141
[1665]	validation_0-mae:3917.22168	validation_1-mae:5991.37451
[1666]	validation_0-mae:3916.53833	validation_1-mae:5991.67578
[1667]	validation_0-mae:3915.88892	validation_1-mae:5991.59228
[1668]	validation_0-mae:3915.09106	validation_1-mae:5991.60205
[1669]	validation_0-mae:3914.65552	validation_1-mae:5991.55273
[1670]	validation_0-mae:3913.85596	validation_1-mae:5991.02881
[1671]	validation_0-mae:3913.42603	validation_1-mae:5991.01270
[1672]	validation_0-mae:3913.13721	validation_1-mae:5991.12109
[1673]	validation_0-mae:3912.17944	validation_1-mae:5990.91895
[1674]	validation_0-mae:3911.73340	validation_1-mae:5991.07715
[1675]	validation_0-mae:3910.91797	validation_1-mae:5991.46289
[1676]	validation_0-mae:3909.72021	validation_1-mae:5991.68408
[1677]	validation_0-mae:3909.12183	validation_1-mae:5991.84717
[1678]	validation_0-mae:3908.61694	validation_1-mae:5991.94678
[1679]	validation_0-mae:3907.57495	validation_1-mae:5991.82324
[1680]	validation_0-mae:3906.98267	validation_1-mae:5992.10791
[1681]	validation_0-mae:3906.13574	validation_1-mae:5991.70068
[1682]	validation_0-mae:3904.86523	validation_1-mae:5991.50049
[1683]	validation_0-mae:3904.14087	validation_1-mae:5991.51611
[1684]	validation_0-mae:3903.27344	validation_1-mae:5991.89111
[1685]	validation_0-mae:3902.27051	validation_1-mae:5992.32178
[1686]	validation_0-mae:3901.68286	validation_1-mae:5992.19922
[1687]	validation_0-mae:3901.31714	validation_1-mae:5992.22852
[1688]	validation_0-mae:3900.66577	validation_1-mae:5992.45996
[1689]	validation_0-mae:3899.75146	validation_1-mae:5992.42676
[1690]	validation_0-mae:3899.20630	validation_1-mae:5992.59717
[1691]	validation_0-mae:3898.40601	validation_1-mae:5992.96582
[1692]	validation_0-mae:3897.80908	validation_1-mae:5993.14746
[1693]	validation_0-mae:3897.16919	validation_1-mae:5993.39795
[1694]	validation_0-mae:3896.58960	validation_1-mae:5993.78906
[1695]	validation_0-mae:3896.01392	validation_1-mae:5993.96728
[1696]	validation_0-mae:3895.40161	validation_1-mae:5994.08887
[1697]	validation_0-mae:3894.31104	validation_1-mae:5994.12842
[1698]	validation_0-mae:3893.05981	validation_1-mae:5993.92822
[1699]	validation_0-mae:3892.54272	validation_1-mae:5993.99609
Dropping: tyś
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.48926	validation_1-mae:12164.15918
[10]	validation_0-mae:11563.48633	validation_1-mae:11348.03223
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.29297
[12]	validation_0-mae:10304.22559	validation_1-mae:10103.56738
[13]	validation_0-mae:9819.97266	validation_1-mae:9623.80566
[14]	validation_0-mae:9418.90723	validation_1-mae:9233.17969
[15]	validation_0-mae:9084.42871	validation_1-mae:8905.72754
[16]	validation_0-mae:8802.77539	validation_1-mae:8634.30957
[17]	validation_0-mae:8567.60449	validation_1-mae:8409.91309
[18]	validation_0-mae:8374.79199	validation_1-mae:8221.76269
[19]	validation_0-mae:8212.29590	validation_1-mae:8068.97803
[20]	validation_0-mae:8069.51416	validation_1-mae:7937.90186
[21]	validation_0-mae:7945.15820	validation_1-mae:7829.98340
[22]	validation_0-mae:7847.01709	validation_1-mae:7743.53223
[23]	validation_0-mae:7760.87451	validation_1-mae:7674.37305
[24]	validation_0-mae:7677.12158	validation_1-mae:7596.01904
[25]	validation_0-mae:7604.53467	validation_1-mae:7532.68311
[26]	validation_0-mae:7549.05566	validation_1-mae:7485.86572
[27]	validation_0-mae:7488.75879	validation_1-mae:7431.86621
[28]	validation_0-mae:7439.51172	validation_1-mae:7391.05469
[29]	validation_0-mae:7397.34131	validation_1-mae:7356.87158
[30]	validation_0-mae:7361.62842	validation_1-mae:7326.39697
[31]	validation_0-mae:7321.06494	validation_1-mae:7289.84912
[32]	validation_0-mae:7292.64551	validation_1-mae:7272.19775
[33]	validation_0-mae:7264.37353	validation_1-mae:7251.13184
[34]	validation_0-mae:7234.04492	validation_1-mae:7231.12891
[35]	validation_0-mae:7202.57617	validation_1-mae:7206.40918
[36]	validation_0-mae:7185.35010	validation_1-mae:7193.43897
[37]	validation_0-mae:7167.72510	validation_1-mae:7183.40381
[38]	validation_0-mae:7142.38184	validation_1-mae:7162.04395
[39]	validation_0-mae:7121.00781	validation_1-mae:7144.92285
[40]	validation_0-mae:7104.62695	validation_1-mae:7136.02734
[41]	validation_0-mae:7088.80225	validation_1-mae:7128.33301
[42]	validation_0-mae:7068.26953	validation_1-mae:7113.36865
[43]	validation_0-mae:7047.91748	validation_1-mae:7098.81299
[44]	validation_0-mae:7022.52197	validation_1-mae:7078.60742
[45]	validation_0-mae:7001.20410	validation_1-mae:7058.88184
[46]	validation_0-mae:6982.93311	validation_1-mae:7046.21582
[47]	validation_0-mae:6972.34473	validation_1-mae:7039.53662
[48]	validation_0-mae:6956.03613	validation_1-mae:7029.08740
[49]	validation_0-mae:6940.86377	validation_1-mae:7019.95068
[50]	validation_0-mae:6919.99219	validation_1-mae:7001.07129
[51]	validation_0-mae:6906.31836	validation_1-mae:6990.87256
[52]	validation_0-mae:6894.87891	validation_1-mae:6982.69092
[53]	validation_0-mae:6873.42578	validation_1-mae:6965.30957
[54]	validation_0-mae:6856.21289	validation_1-mae:6950.02441
[55]	validation_0-mae:6842.08252	validation_1-mae:6942.85498
[56]	validation_0-mae:6829.43164	validation_1-mae:6932.47266
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[1602]	validation_0-mae:3958.17334	validation_1-mae:5992.06885
[1603]	validation_0-mae:3957.26367	validation_1-mae:5991.98291
[1604]	validation_0-mae:3956.61060	validation_1-mae:5992.08643
[1605]	validation_0-mae:3956.07861	validation_1-mae:5992.24365
[1606]	validation_0-mae:3955.24097	validation_1-mae:5992.53125
[1607]	validation_0-mae:3953.45483	validation_1-mae:5991.84180
[1608]	validation_0-mae:3952.85010	validation_1-mae:5991.84131
[1609]	validation_0-mae:3952.26074	validation_1-mae:5991.87842
[1610]	validation_0-mae:3951.48218	validation_1-mae:5991.67969
[1611]	validation_0-mae:3950.45142	validation_1-mae:5991.89697
[1612]	validation_0-mae:3949.60449	validation_1-mae:5991.88965
[1613]	validation_0-mae:3948.42212	validation_1-mae:5991.39941
[1614]	validation_0-mae:3947.58984	validation_1-mae:5991.39355
[1615]	validation_0-mae:3946.12402	validation_1-mae:5991.26758
[1616]	validation_0-mae:3945.03149	validation_1-mae:5991.15088
[1617]	validation_0-mae:3944.65454	validation_1-mae:5990.84863
[1618]	validation_0-mae:3944.10742	validation_1-mae:5991.13477
[1619]	validation_0-mae:3943.36450	validation_1-mae:5991.14209
[1620]	validation_0-mae:3942.86304	validation_1-mae:5991.03223
[1621]	validation_0-mae:3941.57910	validation_1-mae:5990.56201
[1622]	validation_0-mae:3940.75220	validation_1-mae:5990.63867
[1623]	validation_0-mae:3940.25220	validation_1-mae:5990.94531
[1624]	validation_0-mae:3939.23755	validation_1-mae:5991.11035
[1625]	validation_0-mae:3938.52563	validation_1-mae:5991.15820
[1626]	validation_0-mae:3937.45312	validation_1-mae:5990.87451
[1627]	validation_0-mae:3936.81226	validation_1-mae:5990.71143
[1628]	validation_0-mae:3936.01050	validation_1-mae:5990.62353
[1629]	validation_0-mae:3935.25513	validation_1-mae:5990.74023
[1630]	validation_0-mae:3934.42993	validation_1-mae:5990.83105
[1631]	validation_0-mae:3933.92529	validation_1-mae:5991.23389
[1632]	validation_0-mae:3933.23364	validation_1-mae:5990.88477
[1633]	validation_0-mae:3932.68921	validation_1-mae:5990.78076
[1634]	validation_0-mae:3931.55078	validation_1-mae:5990.56494
[1635]	validation_0-mae:3931.32544	validation_1-mae:5990.73096
[1636]	validation_0-mae:3930.46289	validation_1-mae:5990.21436
[1637]	validation_0-mae:3929.60498	validation_1-mae:5990.29883
[1638]	validation_0-mae:3929.19580	validation_1-mae:5990.20898
[1639]	validation_0-mae:3928.47876	validation_1-mae:5990.23633
[1640]	validation_0-mae:3927.51318	validation_1-mae:5990.45703
[1641]	validation_0-mae:3927.43457	validation_1-mae:5990.47217
[1642]	validation_0-mae:3926.99829	validation_1-mae:5990.47607
[1643]	validation_0-mae:3926.40210	validation_1-mae:5990.42334
[1644]	validation_0-mae:3925.26147	validation_1-mae:5989.83643
[1645]	validation_0-mae:3924.63525	validation_1-mae:5989.45557
[1646]	validation_0-mae:3924.18164	validation_1-mae:5989.81006
[1647]	validation_0-mae:3923.81543	validation_1-mae:5989.72510
[1648]	validation_0-mae:3923.00903	validation_1-mae:5989.33057
[1649]	validation_0-mae:3922.48706	validation_1-mae:5989.64014
[1650]	validation_0-mae:3921.32861	validation_1-mae:5989.79980
[1651]	validation_0-mae:3920.79443	validation_1-mae:5989.88623
[1652]	validation_0-mae:3920.46411	validation_1-mae:5989.81836
[1653]	validation_0-mae:3919.08716	validation_1-mae:5990.30322
[1654]	validation_0-mae:3918.26050	validation_1-mae:5990.13574
[1655]	validation_0-mae:3917.74536	validation_1-mae:5990.17578
[1656]	validation_0-mae:3917.06860	validation_1-mae:5990.50195
[1657]	validation_0-mae:3916.20728	validation_1-mae:5990.47900
[1658]	validation_0-mae:3915.60571	validation_1-mae:5990.60010
[1659]	validation_0-mae:3915.30786	validation_1-mae:5990.76074
[1660]	validation_0-mae:3914.82178	validation_1-mae:5990.86572
[1661]	validation_0-mae:3913.17310	validation_1-mae:5990.64355
[1662]	validation_0-mae:3912.54614	validation_1-mae:5990.63184
[1663]	validation_0-mae:3911.80322	validation_1-mae:5990.76270
[1664]	validation_0-mae:3911.26514	validation_1-mae:5991.17285
[1665]	validation_0-mae:3910.14478	validation_1-mae:5991.11426
[1666]	validation_0-mae:3909.33716	validation_1-mae:5991.11426
[1667]	validation_0-mae:3908.87305	validation_1-mae:5991.29688
[1668]	validation_0-mae:3907.40088	validation_1-mae:5991.32471
[1669]	validation_0-mae:3906.59375	validation_1-mae:5991.08936
[1670]	validation_0-mae:3905.26538	validation_1-mae:5990.80420
[1671]	validation_0-mae:3904.60278	validation_1-mae:5991.00977
[1672]	validation_0-mae:3904.12427	validation_1-mae:5991.36670
[1673]	validation_0-mae:3903.65137	validation_1-mae:5991.51367
[1674]	validation_0-mae:3902.52441	validation_1-mae:5990.87305
[1675]	validation_0-mae:3901.95825	validation_1-mae:5991.19580
[1676]	validation_0-mae:3901.53540	validation_1-mae:5991.38721
[1677]	validation_0-mae:3900.48633	validation_1-mae:5991.42432
[1678]	validation_0-mae:3899.78540	validation_1-mae:5991.78857
[1679]	validation_0-mae:3898.83911	validation_1-mae:5991.86572
[1680]	validation_0-mae:3897.54932	validation_1-mae:5992.37305
[1681]	validation_0-mae:3895.91968	validation_1-mae:5992.26221
[1682]	validation_0-mae:3894.92627	validation_1-mae:5993.20459
[1683]	validation_0-mae:3893.73364	validation_1-mae:5992.59131
[1684]	validation_0-mae:3893.25439	validation_1-mae:5992.69678
[1685]	validation_0-mae:3892.85352	validation_1-mae:5992.64893
[1686]	validation_0-mae:3891.97095	validation_1-mae:5992.53418
[1687]	validation_0-mae:3891.30444	validation_1-mae:5992.55664
[1688]	validation_0-mae:3890.03394	validation_1-mae:5992.37744
[1689]	validation_0-mae:3888.89356	validation_1-mae:5992.40088
[1690]	validation_0-mae:3888.21753	validation_1-mae:5992.29150
[1691]	validation_0-mae:3887.75806	validation_1-mae:5992.40723
[1692]	validation_0-mae:3887.09546	validation_1-mae:5992.54932
[1693]	validation_0-mae:3886.13013	validation_1-mae:5992.63037
[1694]	validation_0-mae:3885.31934	validation_1-mae:5992.88770
[1695]	validation_0-mae:3884.65015	validation_1-mae:5992.48779
[1696]	validation_0-mae:3884.10620	validation_1-mae:5992.49707
[1697]	validation_0-mae:3883.46094	validation_1-mae:5992.40234
[1698]	validation_0-mae:3882.70190	validation_1-mae:5992.33008
[1699]	validation_0-mae:3882.28540	validation_1-mae:5992.61963
Dropping: skó
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73047	validation_1-mae:8221.72070
[19]	validation_0-mae:8212.23242	validation_1-mae:8068.92334
[20]	validation_0-mae:8069.45264	validation_1-mae:7937.78662
[21]	validation_0-mae:7945.11670	validation_1-mae:7829.90234
[22]	validation_0-mae:7846.97559	validation_1-mae:7743.99561
[23]	validation_0-mae:7760.82373	validation_1-mae:7674.81641
[24]	validation_0-mae:7677.09228	validation_1-mae:7596.47266
[25]	validation_0-mae:7604.52100	validation_1-mae:7533.13770
[26]	validation_0-mae:7549.05176	validation_1-mae:7486.34570
[27]	validation_0-mae:7488.75049	validation_1-mae:7432.33203
[28]	validation_0-mae:7439.51172	validation_1-mae:7391.50635
[29]	validation_0-mae:7397.34473	validation_1-mae:7357.33252
[30]	validation_0-mae:7361.62842	validation_1-mae:7326.85303
[31]	validation_0-mae:7321.06689	validation_1-mae:7290.30322
[32]	validation_0-mae:7292.64111	validation_1-mae:7272.82275
[33]	validation_0-mae:7264.37012	validation_1-mae:7251.75586
[34]	validation_0-mae:7234.05078	validation_1-mae:7231.76318
[35]	validation_0-mae:7202.57715	validation_1-mae:7207.06299
[36]	validation_0-mae:7185.35889	validation_1-mae:7193.67383
[37]	validation_0-mae:7167.74219	validation_1-mae:7183.62842
[38]	validation_0-mae:7142.38184	validation_1-mae:7162.22070
[39]	validation_0-mae:7121.32422	validation_1-mae:7145.07861
[40]	validation_0-mae:7103.48682	validation_1-mae:7134.44141
[41]	validation_0-mae:7087.31689	validation_1-mae:7121.95996
[42]	validation_0-mae:7070.21045	validation_1-mae:7111.23291
[43]	validation_0-mae:7050.17432	validation_1-mae:7097.34326
[44]	validation_0-mae:7037.65234	validation_1-mae:7086.75195
[45]	validation_0-mae:7012.39990	validation_1-mae:7066.08447
[46]	validation_0-mae:6988.82861	validation_1-mae:7045.75879
[47]	validation_0-mae:6972.97461	validation_1-mae:7037.68115
[48]	validation_0-mae:6948.31738	validation_1-mae:7019.21045
[49]	validation_0-mae:6934.13916	validation_1-mae:7009.10352
[50]	validation_0-mae:6915.85352	validation_1-mae:6995.58545
[51]	validation_0-mae:6901.44092	validation_1-mae:6990.02539
[52]	validation_0-mae:6888.26416	validation_1-mae:6978.53418
[53]	validation_0-mae:6875.77051	validation_1-mae:6973.09473
[54]	validation_0-mae:6867.33789	validation_1-mae:6966.80957
[55]	validation_0-mae:6851.26367	validation_1-mae:6954.99414
[56]	validation_0-mae:6832.58691	validation_1-mae:6938.54346
[57]	validation_0-mae:6818.96387	validation_1-mae:6929.59619
[58]	validation_0-mae:6809.50049	validation_1-mae:6921.40527
[59]	validation_0-mae:6794.33301	validation_1-mae:6912.36475
[60]	validation_0-mae:6779.48584	validation_1-mae:6899.45020
[61]	validation_0-mae:6767.44141	validation_1-mae:6891.15039
[62]	validation_0-mae:6746.21680	validation_1-mae:6874.06787
[63]	validation_0-mae:6733.93018	validation_1-mae:6862.78272
[64]	validation_0-mae:6723.68652	validation_1-mae:6859.26416
[65]	validation_0-mae:6714.65674	validation_1-mae:6852.28369
[66]	validation_0-mae:6703.11865	validation_1-mae:6843.40186
[67]	validation_0-mae:6696.06348	validation_1-mae:6840.85889
[68]	validation_0-mae:6683.87744	validation_1-mae:6831.21045
[69]	validation_0-mae:6668.13770	validation_1-mae:6817.79395
[70]	validation_0-mae:6656.21875	validation_1-mae:6808.10449
[71]	validation_0-mae:6636.82129	validation_1-mae:6789.89014
[72]	validation_0-mae:6629.67725	validation_1-mae:6787.86816
[73]	validation_0-mae:6620.05273	validation_1-mae:6782.07422
[74]	validation_0-mae:6611.70850	validation_1-mae:6773.98340
[75]	validation_0-mae:6604.07520	validation_1-mae:6768.45557
[76]	validation_0-mae:6594.00586	validation_1-mae:6760.61182
[77]	validation_0-mae:6585.31934	validation_1-mae:6754.51807
[78]	validation_0-mae:6575.69531	validation_1-mae:6746.84228
[79]	validation_0-mae:6567.52441	validation_1-mae:6741.49805
[80]	validation_0-mae:6556.65772	validation_1-mae:6734.33105
[81]	validation_0-mae:6549.41357	validation_1-mae:6729.17529
[82]	validation_0-mae:6542.32812	validation_1-mae:6722.60693
[83]	validation_0-mae:6529.35059	validation_1-mae:6710.84863
[84]	validation_0-mae:6521.03906	validation_1-mae:6704.25928
[85]	validation_0-mae:6513.26025	validation_1-mae:6698.78223
[86]	validation_0-mae:6501.56787	validation_1-mae:6689.91260
[87]	validation_0-mae:6492.93848	validation_1-mae:6684.37207
[88]	validation_0-mae:6489.31982	validation_1-mae:6681.47607
[89]	validation_0-mae:6481.20654	validation_1-mae:6675.80273
[90]	validation_0-mae:6474.13574	validation_1-mae:6673.10693
[91]	validation_0-mae:6463.95410	validation_1-mae:6666.04297
[92]	validation_0-mae:6453.23291	validation_1-mae:6659.34180
[93]	validation_0-mae:6444.67871	validation_1-mae:6654.57471
[94]	validation_0-mae:6438.61328	validation_1-mae:6649.68506
[95]	validation_0-mae:6428.46240	validation_1-mae:6642.00342
[96]	validation_0-mae:6420.23096	validation_1-mae:6636.57422
[97]	validation_0-mae:6412.49121	validation_1-mae:6632.22803
[98]	validation_0-mae:6407.08398	validation_1-mae:6628.68311
[99]	validation_0-mae:6402.24316	validation_1-mae:6625.05664
[100]	validation_0-mae:6396.90430	validation_1-mae:6622.58398
[101]	validation_0-mae:6391.29883	validation_1-mae:6617.86084
[102]	validation_0-mae:6385.17236	validation_1-mae:6613.75488
[103]	validation_0-mae:6376.16260	validation_1-mae:6609.36670
[104]	validation_0-mae:6366.98535	validation_1-mae:6603.25488
[105]	validation_0-mae:6359.49414	validation_1-mae:6597.87061
[106]	validation_0-mae:6355.53760	validation_1-mae:6595.07422
[107]	validation_0-mae:6351.98047	validation_1-mae:6592.45410
[108]	validation_0-mae:6346.12402	validation_1-mae:6589.14014
[109]	validation_0-mae:6338.64307	validation_1-mae:6583.95361
[110]	validation_0-mae:6335.46338	validation_1-mae:6582.46582
[111]	validation_0-mae:6333.11719	validation_1-mae:6580.42969
[112]	validation_0-mae:6326.81397	validation_1-mae:6575.91797
[113]	validation_0-mae:6321.60938	validation_1-mae:6572.43359
[114]	validation_0-mae:6313.64844	validation_1-mae:6567.41895
[115]	validation_0-mae:6308.28076	validation_1-mae:6563.77393
[116]	validation_0-mae:6301.49463	validation_1-mae:6558.16455
[117]	validation_0-mae:6296.98877	validation_1-mae:6556.15820
[118]	validation_0-mae:6292.24072	validation_1-mae:6553.83594
[119]	validation_0-mae:6283.43359	validation_1-mae:6548.06299
[120]	validation_0-mae:6279.37402	validation_1-mae:6545.05176
[121]	validation_0-mae:6274.25781	validation_1-mae:6540.77978
[122]	validation_0-mae:6271.23828	validation_1-mae:6538.43506
[123]	validation_0-mae:6267.09375	validation_1-mae:6537.34766
[124]	validation_0-mae:6263.88525	validation_1-mae:6535.17822
[125]	validation_0-mae:6258.03564	validation_1-mae:6530.40820
[126]	validation_0-mae:6252.08643	validation_1-mae:6526.96045
[127]	validation_0-mae:6246.65430	validation_1-mae:6523.35449
[128]	validation_0-mae:6241.06006	validation_1-mae:6521.36328
[129]	validation_0-mae:6237.90918	validation_1-mae:6518.80859
[130]	validation_0-mae:6233.46875	validation_1-mae:6515.82910
[131]	validation_0-mae:6231.14014	validation_1-mae:6515.33936
[132]	validation_0-mae:6226.02637	validation_1-mae:6513.42676
[133]	validation_0-mae:6219.58154	validation_1-mae:6512.66260
[134]	validation_0-mae:6215.89404	validation_1-mae:6509.71338
[135]	validation_0-mae:6211.88281	validation_1-mae:6508.17969
[136]	validation_0-mae:6207.43701	validation_1-mae:6505.41406
[137]	validation_0-mae:6202.24756	validation_1-mae:6502.09473
[138]	validation_0-mae:6199.88916	validation_1-mae:6501.28320
[139]	validation_0-mae:6196.13721	validation_1-mae:6498.24072
[140]	validation_0-mae:6192.86670	validation_1-mae:6496.26807
[141]	validation_0-mae:6182.65039	validation_1-mae:6487.50000
[142]	validation_0-mae:6174.82275	validation_1-mae:6483.07227
[143]	validation_0-mae:6169.24902	validation_1-mae:6480.61279
[144]	validation_0-mae:6161.84033	validation_1-mae:6476.73047
[145]	validation_0-mae:6156.58545	validation_1-mae:6474.11865
[146]	validation_0-mae:6153.73828	validation_1-mae:6471.34277
[147]	validation_0-mae:6151.45508	validation_1-mae:6470.66504
[148]	validation_0-mae:6146.42822	validation_1-mae:6467.67871
[149]	validation_0-mae:6142.97998	validation_1-mae:6465.35742
[150]	validation_0-mae:6138.13379	validation_1-mae:6462.78857
[151]	validation_0-mae:6135.98486	validation_1-mae:6462.17578
[152]	validation_0-mae:6132.11133	validation_1-mae:6460.02734
[153]	validation_0-mae:6128.00684	validation_1-mae:6457.99609
[154]	validation_0-mae:6123.21191	validation_1-mae:6455.72559
[155]	validation_0-mae:6120.65967	validation_1-mae:6455.04688
[156]	validation_0-mae:6118.17090	validation_1-mae:6453.65576
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[1698]	validation_0-mae:3865.13647	validation_1-mae:5998.36035
[1699]	validation_0-mae:3864.48608	validation_1-mae:5998.49219
Dropping: reje
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.78516
[12]	validation_0-mae:10304.22168	validation_1-mae:10104.36621
[13]	validation_0-mae:9819.97461	validation_1-mae:9624.76465
[14]	validation_0-mae:9418.90527	validation_1-mae:9234.23144
[15]	validation_0-mae:9084.41894	validation_1-mae:8906.80371
[16]	validation_0-mae:8802.76660	validation_1-mae:8635.39453
[17]	validation_0-mae:8567.56836	validation_1-mae:8410.96289
[18]	validation_0-mae:8374.73047	validation_1-mae:8222.69043
[19]	validation_0-mae:8212.23242	validation_1-mae:8069.89209
[20]	validation_0-mae:8069.45264	validation_1-mae:7938.75537
[21]	validation_0-mae:7945.11670	validation_1-mae:7830.87061
[22]	validation_0-mae:7846.97559	validation_1-mae:7744.96436
[23]	validation_0-mae:7760.82373	validation_1-mae:7675.78516
[24]	validation_0-mae:7677.09228	validation_1-mae:7597.44092
[25]	validation_0-mae:7604.52100	validation_1-mae:7534.10645
[26]	validation_0-mae:7549.05176	validation_1-mae:7487.31397
[27]	validation_0-mae:7488.75049	validation_1-mae:7433.30127
[28]	validation_0-mae:7439.51172	validation_1-mae:7392.47559
[29]	validation_0-mae:7397.34473	validation_1-mae:7358.30127
[30]	validation_0-mae:7361.62842	validation_1-mae:7327.82227
[31]	validation_0-mae:7321.06689	validation_1-mae:7291.27197
[32]	validation_0-mae:7292.64111	validation_1-mae:7273.79102
[33]	validation_0-mae:7264.37012	validation_1-mae:7252.72461
[34]	validation_0-mae:7234.05078	validation_1-mae:7232.73242
[35]	validation_0-mae:7202.57715	validation_1-mae:7208.03223
[36]	validation_0-mae:7185.35889	validation_1-mae:7194.64307
[37]	validation_0-mae:7167.74219	validation_1-mae:7184.59766
[38]	validation_0-mae:7142.38184	validation_1-mae:7163.18994
[39]	validation_0-mae:7121.32422	validation_1-mae:7146.04736
[40]	validation_0-mae:7103.48682	validation_1-mae:7135.41016
[41]	validation_0-mae:7087.31689	validation_1-mae:7122.92871
[42]	validation_0-mae:7070.21045	validation_1-mae:7112.20166
[43]	validation_0-mae:7050.17432	validation_1-mae:7098.31250
[44]	validation_0-mae:7037.65234	validation_1-mae:7087.72070
[45]	validation_0-mae:7012.39990	validation_1-mae:7067.25879
[46]	validation_0-mae:6988.82861	validation_1-mae:7046.93262
[47]	validation_0-mae:6972.97461	validation_1-mae:7038.85547
[48]	validation_0-mae:6948.31738	validation_1-mae:7020.38428
[49]	validation_0-mae:6934.13916	validation_1-mae:7010.27783
[50]	validation_0-mae:6915.89404	validation_1-mae:6996.87451
[51]	validation_0-mae:6901.48145	validation_1-mae:6991.31348
[52]	validation_0-mae:6888.30371	validation_1-mae:6979.82227
[53]	validation_0-mae:6875.81006	validation_1-mae:6974.41357
[54]	validation_0-mae:6867.37793	validation_1-mae:6968.12842
[55]	validation_0-mae:6851.30371	validation_1-mae:6956.31250
[56]	validation_0-mae:6832.62549	validation_1-mae:6939.86084
[57]	validation_0-mae:6819.00244	validation_1-mae:6930.91406
[58]	validation_0-mae:6809.53955	validation_1-mae:6922.72266
[59]	validation_0-mae:6794.37207	validation_1-mae:6913.68213
[60]	validation_0-mae:6779.52441	validation_1-mae:6900.76758
[61]	validation_0-mae:6767.47949	validation_1-mae:6892.46777
[62]	validation_0-mae:6746.25586	validation_1-mae:6875.38574
[63]	validation_0-mae:6733.96924	validation_1-mae:6864.10010
[64]	validation_0-mae:6723.72510	validation_1-mae:6860.58154
[65]	validation_0-mae:6714.69482	validation_1-mae:6853.60107
[66]	validation_0-mae:6703.15674	validation_1-mae:6844.54590
[67]	validation_0-mae:6696.10107	validation_1-mae:6842.00342
[68]	validation_0-mae:6683.91553	validation_1-mae:6832.35498
[69]	validation_0-mae:6668.17627	validation_1-mae:6818.93848
[70]	validation_0-mae:6656.25684	validation_1-mae:6809.24951
[71]	validation_0-mae:6636.86035	validation_1-mae:6791.03467
[72]	validation_0-mae:6629.71582	validation_1-mae:6789.01270
[73]	validation_0-mae:6620.08545	validation_1-mae:6783.27588
[74]	validation_0-mae:6611.74023	validation_1-mae:6775.18457
[75]	validation_0-mae:6604.10742	validation_1-mae:6769.65674
[76]	validation_0-mae:6594.03613	validation_1-mae:6761.88574
[77]	validation_0-mae:6585.34961	validation_1-mae:6755.79199
[78]	validation_0-mae:6575.70947	validation_1-mae:6748.29688
[79]	validation_0-mae:6567.53711	validation_1-mae:6742.95215
[80]	validation_0-mae:6556.67041	validation_1-mae:6735.78516
[81]	validation_0-mae:6549.42822	validation_1-mae:6730.62988
[82]	validation_0-mae:6542.34277	validation_1-mae:6724.06103
[83]	validation_0-mae:6529.36572	validation_1-mae:6712.30127
[84]	validation_0-mae:6521.05322	validation_1-mae:6705.71045
[85]	validation_0-mae:6512.93994	validation_1-mae:6700.16602
[86]	validation_0-mae:6501.24512	validation_1-mae:6691.29785
[87]	validation_0-mae:6492.62061	validation_1-mae:6685.76221
[88]	validation_0-mae:6487.92383	validation_1-mae:6682.15772
[89]	validation_0-mae:6478.45166	validation_1-mae:6675.57178
[90]	validation_0-mae:6472.46875	validation_1-mae:6671.57764
[91]	validation_0-mae:6463.80029	validation_1-mae:6665.42822
[92]	validation_0-mae:6454.38379	validation_1-mae:6660.07812
[93]	validation_0-mae:6447.48584	validation_1-mae:6656.85889
[94]	validation_0-mae:6438.62695	validation_1-mae:6652.17188
[95]	validation_0-mae:6431.03613	validation_1-mae:6646.45410
[96]	validation_0-mae:6425.36572	validation_1-mae:6643.59766
[97]	validation_0-mae:6416.75879	validation_1-mae:6637.16504
[98]	validation_0-mae:6413.83936	validation_1-mae:6635.79346
[99]	validation_0-mae:6407.51465	validation_1-mae:6632.09912
[100]	validation_0-mae:6401.21338	validation_1-mae:6628.54395
[101]	validation_0-mae:6394.67236	validation_1-mae:6622.88428
[102]	validation_0-mae:6391.65478	validation_1-mae:6621.42871
[103]	validation_0-mae:6386.72119	validation_1-mae:6618.32520
[104]	validation_0-mae:6380.07178	validation_1-mae:6615.12549
[105]	validation_0-mae:6373.51172	validation_1-mae:6609.15820
[106]	validation_0-mae:6365.68799	validation_1-mae:6603.20117
[107]	validation_0-mae:6357.47949	validation_1-mae:6597.71728
[108]	validation_0-mae:6354.10010	validation_1-mae:6595.90430
[109]	validation_0-mae:6348.55371	validation_1-mae:6593.90576
[110]	validation_0-mae:6342.07812	validation_1-mae:6589.87744
[111]	validation_0-mae:6335.43555	validation_1-mae:6583.63623
[112]	validation_0-mae:6329.34961	validation_1-mae:6579.97168
[113]	validation_0-mae:6326.77734	validation_1-mae:6577.88135
[114]	validation_0-mae:6321.42529	validation_1-mae:6574.66748
[115]	validation_0-mae:6317.61914	validation_1-mae:6572.05322
[116]	validation_0-mae:6311.80908	validation_1-mae:6569.85742
[117]	validation_0-mae:6303.63818	validation_1-mae:6564.95605
[118]	validation_0-mae:6299.20898	validation_1-mae:6561.60303
[119]	validation_0-mae:6292.21924	validation_1-mae:6557.67871
[120]	validation_0-mae:6288.18457	validation_1-mae:6554.95361
[121]	validation_0-mae:6284.12842	validation_1-mae:6553.41797
[122]	validation_0-mae:6278.73291	validation_1-mae:6549.88867
[123]	validation_0-mae:6269.12305	validation_1-mae:6543.69043
[124]	validation_0-mae:6267.22070	validation_1-mae:6542.13965
[125]	validation_0-mae:6261.12549	validation_1-mae:6538.08447
[126]	validation_0-mae:6253.90820	validation_1-mae:6532.90820
[127]	validation_0-mae:6248.22754	validation_1-mae:6528.22022
[128]	validation_0-mae:6244.35254	validation_1-mae:6526.87598
[129]	validation_0-mae:6235.22803	validation_1-mae:6519.66992
[130]	validation_0-mae:6231.40039	validation_1-mae:6517.70801
[131]	validation_0-mae:6226.80322	validation_1-mae:6515.37939
[132]	validation_0-mae:6221.01416	validation_1-mae:6511.25293
[133]	validation_0-mae:6215.85498	validation_1-mae:6508.07324
[134]	validation_0-mae:6209.91455	validation_1-mae:6502.35156
[135]	validation_0-mae:6204.24414	validation_1-mae:6498.97168
[136]	validation_0-mae:6199.76025	validation_1-mae:6496.24951
[137]	validation_0-mae:6197.38574	validation_1-mae:6495.05664
[138]	validation_0-mae:6191.56543	validation_1-mae:6491.45361
[139]	validation_0-mae:6185.27393	validation_1-mae:6487.76025
[140]	validation_0-mae:6182.40527	validation_1-mae:6485.54199
[141]	validation_0-mae:6179.25537	validation_1-mae:6484.27246
[142]	validation_0-mae:6175.73145	validation_1-mae:6482.68311
[143]	validation_0-mae:6170.78516	validation_1-mae:6480.22022
[144]	validation_0-mae:6168.55859	validation_1-mae:6478.77783
[145]	validation_0-mae:6162.92871	validation_1-mae:6474.79297
[146]	validation_0-mae:6158.51172	validation_1-mae:6472.57275
[147]	validation_0-mae:6152.38428	validation_1-mae:6468.40332
[148]	validation_0-mae:6146.19434	validation_1-mae:6463.86914
[149]	validation_0-mae:6141.56397	validation_1-mae:6460.73047
[150]	validation_0-mae:6137.29248	validation_1-mae:6458.66064
[151]	validation_0-mae:6134.34766	validation_1-mae:6457.29199
[152]	validation_0-mae:6130.70654	validation_1-mae:6454.76367
[153]	validation_0-mae:6126.17432	validation_1-mae:6451.34082
[154]	validation_0-mae:6123.24658	validation_1-mae:6449.76465
[155]	validation_0-mae:6119.49023	validation_1-mae:6447.42432
[156]	validation_0-mae:6116.36133	validation_1-mae:6445.58984
[157]	validation_0-mae:6113.44336	validation_1-mae:6443.78613
[158]	validation_0-mae:6108.58496	validation_1-mae:6444.69092
[159]	validation_0-mae:6103.65332	validation_1-mae:6441.20508
[160]	validation_0-mae:6099.51318	validation_1-mae:6439.82568
[161]	validation_0-mae:6091.51709	validation_1-mae:6433.08447
[162]	validation_0-mae:6084.46680	validation_1-mae:6428.35303
[163]	validation_0-mae:6079.90527	validation_1-mae:6425.60059
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[166]	validation_0-mae:6072.52539	validation_1-mae:6422.96680
[167]	validation_0-mae:6069.55615	validation_1-mae:6423.35352
[168]	validation_0-mae:6068.00147	validation_1-mae:6422.10693
[169]	validation_0-mae:6063.57471	validation_1-mae:6421.64697
[170]	validation_0-mae:6059.59570	validation_1-mae:6418.87109
[171]	validation_0-mae:6055.85449	validation_1-mae:6416.87451
[172]	validation_0-mae:6051.79395	validation_1-mae:6415.72754
[173]	validation_0-mae:6048.09814	validation_1-mae:6414.22607
[174]	validation_0-mae:6043.71777	validation_1-mae:6413.68506
[175]	validation_0-mae:6037.34863	validation_1-mae:6409.48584
[176]	validation_0-mae:6036.06152	validation_1-mae:6409.98389
[177]	validation_0-mae:6034.73242	validation_1-mae:6410.09961
[178]	validation_0-mae:6029.41895	validation_1-mae:6406.79297
[179]	validation_0-mae:6026.46973	validation_1-mae:6405.54785
[180]	validation_0-mae:6023.09180	validation_1-mae:6404.40039
[181]	validation_0-mae:6019.22412	validation_1-mae:6403.75342
[182]	validation_0-mae:6016.35693	validation_1-mae:6401.84912
[183]	validation_0-mae:6014.11328	validation_1-mae:6401.23389
[184]	validation_0-mae:6009.73389	validation_1-mae:6398.18164
[185]	validation_0-mae:6006.83984	validation_1-mae:6397.01367
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[190]	validation_0-mae:5983.14746	validation_1-mae:6385.17529
[191]	validation_0-mae:5977.17725	validation_1-mae:6380.95459
[192]	validation_0-mae:5971.94629	validation_1-mae:6378.40430
[193]	validation_0-mae:5968.69434	validation_1-mae:6375.92676
[194]	validation_0-mae:5967.03369	validation_1-mae:6376.15039
[195]	validation_0-mae:5964.39258	validation_1-mae:6374.60449
[196]	validation_0-mae:5959.85352	validation_1-mae:6372.14795
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[200]	validation_0-mae:5947.38428	validation_1-mae:6368.71240
[201]	validation_0-mae:5946.50000	validation_1-mae:6368.69238
[202]	validation_0-mae:5943.73340	validation_1-mae:6367.45459
[203]	validation_0-mae:5940.67090	validation_1-mae:6366.56836
[204]	validation_0-mae:5938.37012	validation_1-mae:6365.44531
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[206]	validation_0-mae:5931.44629	validation_1-mae:6362.93018
[207]	validation_0-mae:5928.49853	validation_1-mae:6361.13818
[208]	validation_0-mae:5926.08105	validation_1-mae:6359.87402
[209]	validation_0-mae:5924.23047	validation_1-mae:6359.73486
[210]	validation_0-mae:5922.17627	validation_1-mae:6359.23486
[211]	validation_0-mae:5919.61133	validation_1-mae:6357.58203
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[214]	validation_0-mae:5911.69238	validation_1-mae:6354.13184
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[218]	validation_0-mae:5896.56836	validation_1-mae:6346.90723
[219]	validation_0-mae:5893.48486	validation_1-mae:6346.17578
[220]	validation_0-mae:5890.07568	validation_1-mae:6344.84180
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[1541]	validation_0-mae:3993.95703	validation_1-mae:5996.72803
[1542]	validation_0-mae:3992.23413	validation_1-mae:5996.50684
[1543]	validation_0-mae:3991.52368	validation_1-mae:5996.76465
[1544]	validation_0-mae:3990.35962	validation_1-mae:5996.29297
[1545]	validation_0-mae:3989.26562	validation_1-mae:5996.20410
[1546]	validation_0-mae:3988.19580	validation_1-mae:5996.31201
[1547]	validation_0-mae:3987.53247	validation_1-mae:5996.08057
[1548]	validation_0-mae:3987.01465	validation_1-mae:5995.81885
[1549]	validation_0-mae:3986.10303	validation_1-mae:5996.07373
[1550]	validation_0-mae:3985.19067	validation_1-mae:5996.64795
[1551]	validation_0-mae:3984.76733	validation_1-mae:5996.85107
[1552]	validation_0-mae:3983.52808	validation_1-mae:5996.32373
[1553]	validation_0-mae:3982.83716	validation_1-mae:5996.00098
[1554]	validation_0-mae:3982.30176	validation_1-mae:5996.08740
[1555]	validation_0-mae:3982.04102	validation_1-mae:5996.07959
[1556]	validation_0-mae:3981.34644	validation_1-mae:5995.71045
[1557]	validation_0-mae:3980.71265	validation_1-mae:5995.51855
[1558]	validation_0-mae:3980.02832	validation_1-mae:5995.18994
[1559]	validation_0-mae:3979.02563	validation_1-mae:5995.14844
[1560]	validation_0-mae:3978.49097	validation_1-mae:5995.15869
[1561]	validation_0-mae:3977.88232	validation_1-mae:5995.37793
[1562]	validation_0-mae:3977.13916	validation_1-mae:5995.20752
[1563]	validation_0-mae:3976.32886	validation_1-mae:5995.00195
[1564]	validation_0-mae:3975.41553	validation_1-mae:5994.84326
[1565]	validation_0-mae:3974.40405	validation_1-mae:5994.72900
[1566]	validation_0-mae:3973.35620	validation_1-mae:5995.08057
[1567]	validation_0-mae:3972.07519	validation_1-mae:5995.26807
[1568]	validation_0-mae:3971.17236	validation_1-mae:5995.79932
[1569]	validation_0-mae:3970.66284	validation_1-mae:5995.96484
[1570]	validation_0-mae:3969.67456	validation_1-mae:5995.23486
[1571]	validation_0-mae:3969.13599	validation_1-mae:5995.28369
[1572]	validation_0-mae:3968.33765	validation_1-mae:5995.34375
[1573]	validation_0-mae:3967.79224	validation_1-mae:5995.41211
[1574]	validation_0-mae:3966.37842	validation_1-mae:5994.84326
[1575]	validation_0-mae:3965.90918	validation_1-mae:5995.19092
[1576]	validation_0-mae:3964.32886	validation_1-mae:5994.88281
[1577]	validation_0-mae:3964.02832	validation_1-mae:5994.89697
[1578]	validation_0-mae:3963.50146	validation_1-mae:5994.90088
[1579]	validation_0-mae:3962.64160	validation_1-mae:5994.74707
[1580]	validation_0-mae:3962.21045	validation_1-mae:5994.84180
[1581]	validation_0-mae:3961.05029	validation_1-mae:5994.62549
[1582]	validation_0-mae:3960.20972	validation_1-mae:5994.15283
[1583]	validation_0-mae:3959.12476	validation_1-mae:5993.87500
[1584]	validation_0-mae:3958.60205	validation_1-mae:5993.80322
[1585]	validation_0-mae:3957.72290	validation_1-mae:5993.39209
[1586]	validation_0-mae:3956.64478	validation_1-mae:5993.00586
[1587]	validation_0-mae:3955.28516	validation_1-mae:5993.10645
[1588]	validation_0-mae:3954.63843	validation_1-mae:5993.36670
[1589]	validation_0-mae:3953.44531	validation_1-mae:5993.11084
[1590]	validation_0-mae:3952.82275	validation_1-mae:5993.04785
[1591]	validation_0-mae:3952.21655	validation_1-mae:5993.36377
[1592]	validation_0-mae:3951.59668	validation_1-mae:5993.54980
[1593]	validation_0-mae:3950.75659	validation_1-mae:5993.39209
[1594]	validation_0-mae:3950.31006	validation_1-mae:5993.43848
[1595]	validation_0-mae:3949.70264	validation_1-mae:5993.58545
[1596]	validation_0-mae:3949.19849	validation_1-mae:5993.39209
[1597]	validation_0-mae:3948.40454	validation_1-mae:5993.17822
[1598]	validation_0-mae:3947.44873	validation_1-mae:5993.37061
[1599]	validation_0-mae:3946.47949	validation_1-mae:5993.28809
[1600]	validation_0-mae:3945.75024	validation_1-mae:5992.55518
[1601]	validation_0-mae:3944.85449	validation_1-mae:5992.18799
[1602]	validation_0-mae:3944.47168	validation_1-mae:5992.18799
[1603]	validation_0-mae:3944.17065	validation_1-mae:5992.52490
[1604]	validation_0-mae:3943.71753	validation_1-mae:5992.58252
[1605]	validation_0-mae:3943.03491	validation_1-mae:5992.87012
[1606]	validation_0-mae:3942.50244	validation_1-mae:5992.65918
[1607]	validation_0-mae:3941.88428	validation_1-mae:5992.39600
[1608]	validation_0-mae:3941.20361	validation_1-mae:5992.24951
[1609]	validation_0-mae:3940.66602	validation_1-mae:5991.99951
[1610]	validation_0-mae:3939.35767	validation_1-mae:5991.80566
[1611]	validation_0-mae:3938.34497	validation_1-mae:5991.60059
[1612]	validation_0-mae:3937.08960	validation_1-mae:5991.65381
[1613]	validation_0-mae:3936.07886	validation_1-mae:5991.77734
[1614]	validation_0-mae:3935.27588	validation_1-mae:5991.33740
[1615]	validation_0-mae:3933.67993	validation_1-mae:5991.45166
[1616]	validation_0-mae:3932.81519	validation_1-mae:5991.39404
[1617]	validation_0-mae:3932.25464	validation_1-mae:5991.32520
[1618]	validation_0-mae:3931.06055	validation_1-mae:5991.07617
[1619]	validation_0-mae:3930.08960	validation_1-mae:5991.19775
[1620]	validation_0-mae:3929.07593	validation_1-mae:5990.90527
[1621]	validation_0-mae:3928.63110	validation_1-mae:5990.95605
[1622]	validation_0-mae:3927.46216	validation_1-mae:5990.61279
[1623]	validation_0-mae:3926.33008	validation_1-mae:5990.62402
[1624]	validation_0-mae:3925.30811	validation_1-mae:5990.34326
[1625]	validation_0-mae:3924.31958	validation_1-mae:5990.37109
[1626]	validation_0-mae:3923.39111	validation_1-mae:5991.05273
[1627]	validation_0-mae:3922.47046	validation_1-mae:5990.79102
[1628]	validation_0-mae:3921.60400	validation_1-mae:5990.72412
[1629]	validation_0-mae:3920.86157	validation_1-mae:5990.71387
[1630]	validation_0-mae:3920.64551	validation_1-mae:5990.80615
[1631]	validation_0-mae:3920.19409	validation_1-mae:5990.61475
[1632]	validation_0-mae:3919.02051	validation_1-mae:5990.74219
[1633]	validation_0-mae:3918.36768	validation_1-mae:5991.00977
[1634]	validation_0-mae:3916.87280	validation_1-mae:5991.48193
[1635]	validation_0-mae:3915.96899	validation_1-mae:5991.58447
[1636]	validation_0-mae:3915.11450	validation_1-mae:5991.37549
[1637]	validation_0-mae:3914.28931	validation_1-mae:5991.36377
[1638]	validation_0-mae:3913.44263	validation_1-mae:5991.33594
[1639]	validation_0-mae:3912.40283	validation_1-mae:5990.92871
[1640]	validation_0-mae:3911.56250	validation_1-mae:5991.26904
[1641]	validation_0-mae:3910.59766	validation_1-mae:5991.03027
[1642]	validation_0-mae:3909.53223	validation_1-mae:5991.23438
[1643]	validation_0-mae:3909.04565	validation_1-mae:5991.11475
[1644]	validation_0-mae:3907.84424	validation_1-mae:5991.47852
[1645]	validation_0-mae:3907.56567	validation_1-mae:5991.89795
[1646]	validation_0-mae:3906.53223	validation_1-mae:5991.90088
[1647]	validation_0-mae:3905.61011	validation_1-mae:5991.64209
[1648]	validation_0-mae:3905.14209	validation_1-mae:5991.34228
[1649]	validation_0-mae:3904.73779	validation_1-mae:5991.00684
[1650]	validation_0-mae:3904.64941	validation_1-mae:5990.95752
[1651]	validation_0-mae:3903.88110	validation_1-mae:5990.59522
[1652]	validation_0-mae:3903.11645	validation_1-mae:5990.64648
[1653]	validation_0-mae:3901.92773	validation_1-mae:5990.77539
[1654]	validation_0-mae:3901.16797	validation_1-mae:5991.35742
[1655]	validation_0-mae:3900.22021	validation_1-mae:5991.66113
[1656]	validation_0-mae:3898.78589	validation_1-mae:5992.21777
[1657]	validation_0-mae:3897.79272	validation_1-mae:5992.11133
[1658]	validation_0-mae:3896.61719	validation_1-mae:5992.29004
[1659]	validation_0-mae:3895.57642	validation_1-mae:5992.46143
[1660]	validation_0-mae:3894.33276	validation_1-mae:5991.81299
[1661]	validation_0-mae:3893.19800	validation_1-mae:5991.70850
[1662]	validation_0-mae:3891.89722	validation_1-mae:5991.82666
[1663]	validation_0-mae:3891.37891	validation_1-mae:5991.94531
[1664]	validation_0-mae:3890.04565	validation_1-mae:5992.27002
[1665]	validation_0-mae:3889.61963	validation_1-mae:5992.41797
[1666]	validation_0-mae:3888.34497	validation_1-mae:5992.82568
[1667]	validation_0-mae:3887.32935	validation_1-mae:5992.16846
[1668]	validation_0-mae:3886.24414	validation_1-mae:5992.21045
[1669]	validation_0-mae:3885.46851	validation_1-mae:5992.30518
[1670]	validation_0-mae:3884.79663	validation_1-mae:5992.32715
[1671]	validation_0-mae:3884.00220	validation_1-mae:5992.20557
[1672]	validation_0-mae:3883.23193	validation_1-mae:5992.07031
[1673]	validation_0-mae:3882.43091	validation_1-mae:5991.90088
[1674]	validation_0-mae:3881.30249	validation_1-mae:5991.80615
[1675]	validation_0-mae:3880.72485	validation_1-mae:5991.69678
[1676]	validation_0-mae:3880.17529	validation_1-mae:5992.09619
[1677]	validation_0-mae:3879.49854	validation_1-mae:5992.58740
[1678]	validation_0-mae:3878.25122	validation_1-mae:5992.79980
[1679]	validation_0-mae:3877.48877	validation_1-mae:5992.30273
[1680]	validation_0-mae:3876.81396	validation_1-mae:5992.25977
[1681]	validation_0-mae:3876.23828	validation_1-mae:5991.94775
[1682]	validation_0-mae:3875.73950	validation_1-mae:5991.94580
[1683]	validation_0-mae:3874.93872	validation_1-mae:5991.90137
[1684]	validation_0-mae:3874.31519	validation_1-mae:5991.89355
[1685]	validation_0-mae:3873.70459	validation_1-mae:5991.77490
[1686]	validation_0-mae:3873.69653	validation_1-mae:5991.78174
[1687]	validation_0-mae:3873.22363	validation_1-mae:5991.95898
[1688]	validation_0-mae:3872.33130	validation_1-mae:5991.91406
[1689]	validation_0-mae:3871.34277	validation_1-mae:5992.51855
[1690]	validation_0-mae:3870.39087	validation_1-mae:5993.24219
[1691]	validation_0-mae:3870.13208	validation_1-mae:5993.21826
[1692]	validation_0-mae:3869.25928	validation_1-mae:5993.31836
[1693]	validation_0-mae:3868.23853	validation_1-mae:5992.82861
[1694]	validation_0-mae:3867.72119	validation_1-mae:5992.60645
[1695]	validation_0-mae:3867.20483	validation_1-mae:5992.69043
[1696]	validation_0-mae:3866.20239	validation_1-mae:5992.87598
[1697]	validation_0-mae:3865.63965	validation_1-mae:5992.86475
[1698]	validation_0-mae:3864.85083	validation_1-mae:5992.98340
[1699]	validation_0-mae:3864.32910	validation_1-mae:5993.19873
Dropping: oro
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73047	validation_1-mae:8221.72070
[19]	validation_0-mae:8212.23242	validation_1-mae:8068.92334
[20]	validation_0-mae:8069.45264	validation_1-mae:7937.78662
[21]	validation_0-mae:7945.11670	validation_1-mae:7829.90234
[22]	validation_0-mae:7846.97559	validation_1-mae:7743.72900
[23]	validation_0-mae:7760.82373	validation_1-mae:7674.54932
[24]	validation_0-mae:7677.09228	validation_1-mae:7596.20557
[25]	validation_0-mae:7604.52100	validation_1-mae:7532.87061
[26]	validation_0-mae:7549.05176	validation_1-mae:7486.07812
[27]	validation_0-mae:7488.75049	validation_1-mae:7432.06543
[28]	validation_0-mae:7439.51172	validation_1-mae:7391.23926
[29]	validation_0-mae:7397.34473	validation_1-mae:7357.06543
[30]	validation_0-mae:7361.62842	validation_1-mae:7326.58643
[31]	validation_0-mae:7321.06689	validation_1-mae:7290.03564
[32]	validation_0-mae:7292.64111	validation_1-mae:7272.55566
[33]	validation_0-mae:7264.37012	validation_1-mae:7251.48877
[34]	validation_0-mae:7234.05078	validation_1-mae:7231.49609
[35]	validation_0-mae:7202.57715	validation_1-mae:7206.79590
[36]	validation_0-mae:7185.35889	validation_1-mae:7193.40723
[37]	validation_0-mae:7167.74219	validation_1-mae:7183.36182
[38]	validation_0-mae:7142.38184	validation_1-mae:7161.95410
[39]	validation_0-mae:7121.32422	validation_1-mae:7144.81152
[40]	validation_0-mae:7103.48682	validation_1-mae:7134.17432
[41]	validation_0-mae:7087.31689	validation_1-mae:7121.69287
[42]	validation_0-mae:7070.21045	validation_1-mae:7110.96533
[43]	validation_0-mae:7050.17432	validation_1-mae:7097.07666
[44]	validation_0-mae:7037.65234	validation_1-mae:7086.48438
[45]	validation_0-mae:7012.39990	validation_1-mae:7066.02246
[46]	validation_0-mae:6988.82910	validation_1-mae:7045.69678
[47]	validation_0-mae:6972.97461	validation_1-mae:7037.61914
[48]	validation_0-mae:6948.31738	validation_1-mae:7019.14844
[49]	validation_0-mae:6934.13916	validation_1-mae:7009.04150
[50]	validation_0-mae:6915.89404	validation_1-mae:6995.63818
[51]	validation_0-mae:6901.48145	validation_1-mae:6990.07764
[52]	validation_0-mae:6888.30371	validation_1-mae:6978.58594
[53]	validation_0-mae:6875.81006	validation_1-mae:6973.14648
[54]	validation_0-mae:6867.37793	validation_1-mae:6966.86133
[55]	validation_0-mae:6851.30371	validation_1-mae:6955.04541
[56]	validation_0-mae:6832.62549	validation_1-mae:6938.59424
[57]	validation_0-mae:6819.00244	validation_1-mae:6929.64746
[58]	validation_0-mae:6809.53955	validation_1-mae:6921.45654
[59]	validation_0-mae:6794.37207	validation_1-mae:6912.41504
[60]	validation_0-mae:6779.52441	validation_1-mae:6899.50049
[61]	validation_0-mae:6767.47949	validation_1-mae:6891.20166
[62]	validation_0-mae:6746.25586	validation_1-mae:6874.11865
[63]	validation_0-mae:6733.96924	validation_1-mae:6862.74463
[64]	validation_0-mae:6723.72510	validation_1-mae:6859.22607
[65]	validation_0-mae:6714.69482	validation_1-mae:6852.24561
[66]	validation_0-mae:6703.15674	validation_1-mae:6843.19043
[67]	validation_0-mae:6696.10107	validation_1-mae:6840.43066
[68]	validation_0-mae:6683.91553	validation_1-mae:6830.78223
[69]	validation_0-mae:6668.17627	validation_1-mae:6817.36621
[70]	validation_0-mae:6656.25684	validation_1-mae:6807.67676
[71]	validation_0-mae:6636.86035	validation_1-mae:6789.46191
[72]	validation_0-mae:6629.71582	validation_1-mae:6787.43994
[73]	validation_0-mae:6620.08545	validation_1-mae:6781.70312
[74]	validation_0-mae:6611.74023	validation_1-mae:6773.61230
[75]	validation_0-mae:6604.10742	validation_1-mae:6768.08350
[76]	validation_0-mae:6594.03613	validation_1-mae:6760.31348
[77]	validation_0-mae:6585.34961	validation_1-mae:6754.21924
[78]	validation_0-mae:6575.70947	validation_1-mae:6746.72461
[79]	validation_0-mae:6567.53711	validation_1-mae:6741.37988
[80]	validation_0-mae:6556.67041	validation_1-mae:6734.21191
[81]	validation_0-mae:6549.42822	validation_1-mae:6729.05664
[82]	validation_0-mae:6542.34277	validation_1-mae:6722.48828
[83]	validation_0-mae:6529.36572	validation_1-mae:6710.72852
[84]	validation_0-mae:6521.05322	validation_1-mae:6704.13721
[85]	validation_0-mae:6512.94043	validation_1-mae:6698.59277
[86]	validation_0-mae:6501.24512	validation_1-mae:6689.72461
[87]	validation_0-mae:6492.62061	validation_1-mae:6684.18945
[88]	validation_0-mae:6487.92383	validation_1-mae:6680.58447
[89]	validation_0-mae:6478.45166	validation_1-mae:6673.99951
[90]	validation_0-mae:6472.46875	validation_1-mae:6670.00488
[91]	validation_0-mae:6463.80029	validation_1-mae:6663.85498
[92]	validation_0-mae:6454.38379	validation_1-mae:6658.50537
[93]	validation_0-mae:6447.48584	validation_1-mae:6655.28662
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[1634]	validation_0-mae:3922.27930	validation_1-mae:6003.30322
[1635]	validation_0-mae:3921.13403	validation_1-mae:6002.93213
[1636]	validation_0-mae:3919.63769	validation_1-mae:6002.87891
[1637]	validation_0-mae:3918.89380	validation_1-mae:6003.14111
[1638]	validation_0-mae:3918.32105	validation_1-mae:6003.08594
[1639]	validation_0-mae:3917.74243	validation_1-mae:6003.18555
[1640]	validation_0-mae:3916.59497	validation_1-mae:6003.03711
[1641]	validation_0-mae:3915.92334	validation_1-mae:6003.27734
[1642]	validation_0-mae:3915.08154	validation_1-mae:6002.98877
[1643]	validation_0-mae:3914.57178	validation_1-mae:6003.21826
[1644]	validation_0-mae:3914.00879	validation_1-mae:6003.11084
[1645]	validation_0-mae:3913.32666	validation_1-mae:6003.02148
[1646]	validation_0-mae:3912.57544	validation_1-mae:6003.66553
[1647]	validation_0-mae:3911.46558	validation_1-mae:6003.91016
[1648]	validation_0-mae:3910.81201	validation_1-mae:6003.93555
[1649]	validation_0-mae:3910.06885	validation_1-mae:6003.66113
[1650]	validation_0-mae:3909.95679	validation_1-mae:6003.75000
[1651]	validation_0-mae:3908.80347	validation_1-mae:6003.24023
[1652]	validation_0-mae:3907.78613	validation_1-mae:6003.09375
[1653]	validation_0-mae:3906.29883	validation_1-mae:6002.81397
[1654]	validation_0-mae:3905.72021	validation_1-mae:6002.55566
[1655]	validation_0-mae:3905.10303	validation_1-mae:6002.88672
[1656]	validation_0-mae:3905.01367	validation_1-mae:6002.90332
[1657]	validation_0-mae:3904.79981	validation_1-mae:6002.65527
[1658]	validation_0-mae:3904.13525	validation_1-mae:6003.10889
[1659]	validation_0-mae:3903.64575	validation_1-mae:6003.22314
[1660]	validation_0-mae:3903.02124	validation_1-mae:6003.55225
[1661]	validation_0-mae:3902.56323	validation_1-mae:6003.56885
[1662]	validation_0-mae:3901.62598	validation_1-mae:6003.33887
[1663]	validation_0-mae:3900.62500	validation_1-mae:6002.97022
[1664]	validation_0-mae:3899.54004	validation_1-mae:6003.07129
[1665]	validation_0-mae:3898.76196	validation_1-mae:6003.03857
[1666]	validation_0-mae:3897.82812	validation_1-mae:6003.26562
[1667]	validation_0-mae:3897.44092	validation_1-mae:6003.16162
[1668]	validation_0-mae:3896.92798	validation_1-mae:6003.40625
[1669]	validation_0-mae:3896.17358	validation_1-mae:6003.26855
[1670]	validation_0-mae:3895.48193	validation_1-mae:6003.41016
[1671]	validation_0-mae:3893.83789	validation_1-mae:6003.33203
[1672]	validation_0-mae:3892.90674	validation_1-mae:6003.34180
[1673]	validation_0-mae:3892.53711	validation_1-mae:6003.23535
[1674]	validation_0-mae:3892.05737	validation_1-mae:6003.62891
[1675]	validation_0-mae:3891.39356	validation_1-mae:6003.63916
[1676]	validation_0-mae:3890.95117	validation_1-mae:6003.78516
[1677]	validation_0-mae:3890.25049	validation_1-mae:6003.66211
[1678]	validation_0-mae:3889.72388	validation_1-mae:6003.94043
[1679]	validation_0-mae:3888.69971	validation_1-mae:6003.92285
[1680]	validation_0-mae:3887.81494	validation_1-mae:6003.82568
[1681]	validation_0-mae:3886.89795	validation_1-mae:6003.90967
[1682]	validation_0-mae:3885.96533	validation_1-mae:6003.64844
[1683]	validation_0-mae:3885.27246	validation_1-mae:6003.73535
[1684]	validation_0-mae:3884.56494	validation_1-mae:6003.88770
[1685]	validation_0-mae:3883.97852	validation_1-mae:6003.73193
[1686]	validation_0-mae:3883.31274	validation_1-mae:6003.92041
[1687]	validation_0-mae:3882.18311	validation_1-mae:6003.48535
[1688]	validation_0-mae:3881.45703	validation_1-mae:6003.59180
[1689]	validation_0-mae:3880.59473	validation_1-mae:6003.70117
[1690]	validation_0-mae:3880.00903	validation_1-mae:6003.69629
[1691]	validation_0-mae:3878.95459	validation_1-mae:6003.06250
[1692]	validation_0-mae:3878.34912	validation_1-mae:6002.77978
[1693]	validation_0-mae:3877.61572	validation_1-mae:6002.58838
[1694]	validation_0-mae:3876.55615	validation_1-mae:6002.44873
[1695]	validation_0-mae:3876.08423	validation_1-mae:6002.17578
[1696]	validation_0-mae:3875.63355	validation_1-mae:6002.51367
[1697]	validation_0-mae:3874.58130	validation_1-mae:6002.84863
[1698]	validation_0-mae:3874.00586	validation_1-mae:6003.14453
[1699]	validation_0-mae:3873.27515	validation_1-mae:6002.62549
Dropping: cic
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73047	validation_1-mae:8221.72070
[19]	validation_0-mae:8212.23242	validation_1-mae:8068.92334
[20]	validation_0-mae:8069.45264	validation_1-mae:7937.78662
[21]	validation_0-mae:7945.11670	validation_1-mae:7829.90234
[22]	validation_0-mae:7846.97559	validation_1-mae:7743.72949
[23]	validation_0-mae:7760.82373	validation_1-mae:7674.55371
[24]	validation_0-mae:7677.09228	validation_1-mae:7596.20996
[25]	validation_0-mae:7604.52100	validation_1-mae:7532.87549
[26]	validation_0-mae:7549.05176	validation_1-mae:7486.08301
[27]	validation_0-mae:7488.75049	validation_1-mae:7432.06982
[28]	validation_0-mae:7439.51172	validation_1-mae:7391.24365
[29]	validation_0-mae:7397.34473	validation_1-mae:7357.07031
[30]	validation_0-mae:7361.62842	validation_1-mae:7326.59082
[31]	validation_0-mae:7321.06689	validation_1-mae:7290.04102
[32]	validation_0-mae:7292.64111	validation_1-mae:7272.56006
[33]	validation_0-mae:7264.37012	validation_1-mae:7251.49316
[34]	validation_0-mae:7234.05078	validation_1-mae:7231.50049
[35]	validation_0-mae:7202.57715	validation_1-mae:7206.80029
[36]	validation_0-mae:7185.35889	validation_1-mae:7193.41162
[37]	validation_0-mae:7167.74219	validation_1-mae:7183.36621
[38]	validation_0-mae:7142.38184	validation_1-mae:7161.95850
[39]	validation_0-mae:7121.32422	validation_1-mae:7144.81641
[40]	validation_0-mae:7103.48682	validation_1-mae:7134.17871
[41]	validation_0-mae:7087.31689	validation_1-mae:7121.69727
[42]	validation_0-mae:7070.21045	validation_1-mae:7110.96973
[43]	validation_0-mae:7050.17432	validation_1-mae:7097.08105
[44]	validation_0-mae:7037.65234	validation_1-mae:7086.48926
[45]	validation_0-mae:7012.39990	validation_1-mae:7066.02686
[46]	validation_0-mae:6988.82861	validation_1-mae:7045.70117
[47]	validation_0-mae:6972.97461	validation_1-mae:7037.62451
[48]	validation_0-mae:6948.31738	validation_1-mae:7019.15283
[49]	validation_0-mae:6934.13916	validation_1-mae:7009.04688
[50]	validation_0-mae:6915.89404	validation_1-mae:6995.64258
[51]	validation_0-mae:6901.48145	validation_1-mae:6990.08252
[52]	validation_0-mae:6888.41309	validation_1-mae:6978.75488
[53]	validation_0-mae:6875.91895	validation_1-mae:6973.31494
[54]	validation_0-mae:6867.48633	validation_1-mae:6967.02930
[55]	validation_0-mae:6851.41260	validation_1-mae:6955.21240
[56]	validation_0-mae:6832.73730	validation_1-mae:6938.76074
[57]	validation_0-mae:6819.11230	validation_1-mae:6929.88379
[58]	validation_0-mae:6809.64258	validation_1-mae:6921.67773
[59]	validation_0-mae:6794.47510	validation_1-mae:6912.63379
[60]	validation_0-mae:6779.62793	validation_1-mae:6899.71924
[61]	validation_0-mae:6767.44922	validation_1-mae:6891.05371
[62]	validation_0-mae:6746.22412	validation_1-mae:6873.97070
[63]	validation_0-mae:6733.93799	validation_1-mae:6862.68506
[64]	validation_0-mae:6723.69336	validation_1-mae:6859.16504
[65]	validation_0-mae:6714.66602	validation_1-mae:6852.24805
[66]	validation_0-mae:6703.12988	validation_1-mae:6843.36523
[67]	validation_0-mae:6696.48779	validation_1-mae:6838.77783
[68]	validation_0-mae:6678.37939	validation_1-mae:6823.35547
[69]	validation_0-mae:6665.91162	validation_1-mae:6813.93164
[70]	validation_0-mae:6655.08008	validation_1-mae:6806.34570
[71]	validation_0-mae:6640.38037	validation_1-mae:6792.64307
[72]	validation_0-mae:6631.74463	validation_1-mae:6785.47461
[73]	validation_0-mae:6624.77881	validation_1-mae:6782.27295
[74]	validation_0-mae:6617.17139	validation_1-mae:6777.61572
[75]	validation_0-mae:6607.47510	validation_1-mae:6771.16504
[76]	validation_0-mae:6595.37891	validation_1-mae:6762.57422
[77]	validation_0-mae:6586.02344	validation_1-mae:6753.50244
[78]	validation_0-mae:6577.90137	validation_1-mae:6749.68457
[79]	validation_0-mae:6570.18164	validation_1-mae:6745.46094
[80]	validation_0-mae:6557.68701	validation_1-mae:6736.57910
[81]	validation_0-mae:6547.67383	validation_1-mae:6727.22998
[82]	validation_0-mae:6538.81103	validation_1-mae:6722.49268
[83]	validation_0-mae:6531.09277	validation_1-mae:6718.48096
[84]	validation_0-mae:6521.59863	validation_1-mae:6709.71289
[85]	validation_0-mae:6514.22656	validation_1-mae:6704.92529
[86]	validation_0-mae:6496.79639	validation_1-mae:6688.10352
[87]	validation_0-mae:6492.96484	validation_1-mae:6684.31152
[88]	validation_0-mae:6484.78174	validation_1-mae:6679.67969
[89]	validation_0-mae:6479.22852	validation_1-mae:6675.99902
[90]	validation_0-mae:6469.85107	validation_1-mae:6669.42139
[91]	validation_0-mae:6466.19727	validation_1-mae:6665.62939
[92]	validation_0-mae:6459.61328	validation_1-mae:6662.27686
[93]	validation_0-mae:6453.50635	validation_1-mae:6657.02783
[94]	validation_0-mae:6446.53809	validation_1-mae:6654.25586
[95]	validation_0-mae:6442.28418	validation_1-mae:6652.05566
[96]	validation_0-mae:6433.30811	validation_1-mae:6645.31885
[97]	validation_0-mae:6429.57275	validation_1-mae:6643.62353
[98]	validation_0-mae:6418.11523	validation_1-mae:6638.83691
[99]	validation_0-mae:6411.43506	validation_1-mae:6633.50928
[100]	validation_0-mae:6401.94629	validation_1-mae:6625.90625
[101]	validation_0-mae:6399.03760	validation_1-mae:6622.46728
[102]	validation_0-mae:6394.48975	validation_1-mae:6619.93408
[103]	validation_0-mae:6387.21631	validation_1-mae:6615.23926
[104]	validation_0-mae:6380.02393	validation_1-mae:6610.91016
[105]	validation_0-mae:6370.96533	validation_1-mae:6605.09277
[106]	validation_0-mae:6368.63916	validation_1-mae:6603.67090
[107]	validation_0-mae:6360.38574	validation_1-mae:6600.10352
[108]	validation_0-mae:6355.37207	validation_1-mae:6597.55029
[109]	validation_0-mae:6350.80762	validation_1-mae:6593.45898
[110]	validation_0-mae:6340.29297	validation_1-mae:6586.31885
[111]	validation_0-mae:6333.36133	validation_1-mae:6582.14893
[112]	validation_0-mae:6325.15478	validation_1-mae:6575.74561
[113]	validation_0-mae:6323.09766	validation_1-mae:6575.35498
[114]	validation_0-mae:6318.51318	validation_1-mae:6572.73438
[115]	validation_0-mae:6312.02246	validation_1-mae:6569.34912
[116]	validation_0-mae:6306.61133	validation_1-mae:6565.31201
[117]	validation_0-mae:6299.75000	validation_1-mae:6560.46289
[118]	validation_0-mae:6296.75879	validation_1-mae:6560.57129
[119]	validation_0-mae:6292.89453	validation_1-mae:6557.11914
[120]	validation_0-mae:6288.02441	validation_1-mae:6554.79492
[121]	validation_0-mae:6282.20996	validation_1-mae:6549.86768
[122]	validation_0-mae:6278.38770	validation_1-mae:6547.31006
[123]	validation_0-mae:6272.84326	validation_1-mae:6544.34131
[124]	validation_0-mae:6269.35693	validation_1-mae:6542.54688
[125]	validation_0-mae:6265.62988	validation_1-mae:6541.05371
[126]	validation_0-mae:6259.69482	validation_1-mae:6538.28613
[127]	validation_0-mae:6256.23486	validation_1-mae:6536.42383
[128]	validation_0-mae:6250.12109	validation_1-mae:6532.44531
[129]	validation_0-mae:6245.89941	validation_1-mae:6529.17676
[130]	validation_0-mae:6236.42139	validation_1-mae:6525.43506
[131]	validation_0-mae:6229.63428	validation_1-mae:6521.16016
[132]	validation_0-mae:6224.91211	validation_1-mae:6517.63672
[133]	validation_0-mae:6221.91602	validation_1-mae:6516.50000
[134]	validation_0-mae:6216.85547	validation_1-mae:6512.96143
[135]	validation_0-mae:6210.98047	validation_1-mae:6510.77344
[136]	validation_0-mae:6208.15674	validation_1-mae:6509.38672
[137]	validation_0-mae:6206.44873	validation_1-mae:6508.12256
[138]	validation_0-mae:6201.97022	validation_1-mae:6504.84912
[139]	validation_0-mae:6196.02881	validation_1-mae:6501.07959
[140]	validation_0-mae:6187.59961	validation_1-mae:6496.60254
[141]	validation_0-mae:6183.32910	validation_1-mae:6494.40625
[142]	validation_0-mae:6178.51270	validation_1-mae:6492.16260
[143]	validation_0-mae:6173.39600	validation_1-mae:6488.32227
[144]	validation_0-mae:6169.59180	validation_1-mae:6486.39209
[145]	validation_0-mae:6164.94434	validation_1-mae:6483.44824
[146]	validation_0-mae:6162.82471	validation_1-mae:6481.48438
[147]	validation_0-mae:6161.13330	validation_1-mae:6480.85889
[148]	validation_0-mae:6155.72412	validation_1-mae:6480.91211
[149]	validation_0-mae:6151.38818	validation_1-mae:6479.40039
[150]	validation_0-mae:6146.92285	validation_1-mae:6477.62891
[151]	validation_0-mae:6141.92383	validation_1-mae:6474.79150
[152]	validation_0-mae:6137.30615	validation_1-mae:6470.97510
[153]	validation_0-mae:6134.52197	validation_1-mae:6469.27002
[154]	validation_0-mae:6130.20410	validation_1-mae:6468.20850
[155]	validation_0-mae:6126.19727	validation_1-mae:6465.27881
[156]	validation_0-mae:6122.86133	validation_1-mae:6463.08545
[157]	validation_0-mae:6117.54102	validation_1-mae:6458.54883
[158]	validation_0-mae:6115.05225	validation_1-mae:6457.63721
[159]	validation_0-mae:6113.04688	validation_1-mae:6457.29590
[160]	validation_0-mae:6111.48584	validation_1-mae:6456.80078
[161]	validation_0-mae:6104.63428	validation_1-mae:6452.35986
[162]	validation_0-mae:6098.76318	validation_1-mae:6449.69824
[163]	validation_0-mae:6096.16992	validation_1-mae:6447.75195
[164]	validation_0-mae:6093.40137	validation_1-mae:6446.72461
[165]	validation_0-mae:6089.38281	validation_1-mae:6445.52930
[166]	validation_0-mae:6085.45312	validation_1-mae:6444.74902
[167]	validation_0-mae:6081.51416	validation_1-mae:6443.30762
[168]	validation_0-mae:6075.48291	validation_1-mae:6438.61719
[169]	validation_0-mae:6073.08252	validation_1-mae:6437.62305
[170]	validation_0-mae:6067.53369	validation_1-mae:6435.16992
[171]	validation_0-mae:6065.84912	validation_1-mae:6433.83838
[172]	validation_0-mae:6062.90674	validation_1-mae:6432.79980
[173]	validation_0-mae:6060.98584	validation_1-mae:6432.37451
[174]	validation_0-mae:6057.06787	validation_1-mae:6430.52832
[175]	validation_0-mae:6054.80811	validation_1-mae:6428.85498
[176]	validation_0-mae:6050.88574	validation_1-mae:6428.23877
[177]	validation_0-mae:6046.25732	validation_1-mae:6427.19971
[178]	validation_0-mae:6042.91943	validation_1-mae:6425.96777
[179]	validation_0-mae:6038.54297	validation_1-mae:6424.34375
[180]	validation_0-mae:6034.52490	validation_1-mae:6422.50049
[181]	validation_0-mae:6032.51025	validation_1-mae:6421.45654
[182]	validation_0-mae:6023.75195	validation_1-mae:6415.62353
[183]	validation_0-mae:6019.36816	validation_1-mae:6413.46924
[184]	validation_0-mae:6016.24072	validation_1-mae:6412.65723
[185]	validation_0-mae:6013.88379	validation_1-mae:6410.89502
[186]	validation_0-mae:6011.13135	validation_1-mae:6408.56299
[187]	validation_0-mae:6007.05078	validation_1-mae:6406.20361
[188]	validation_0-mae:6004.00439	validation_1-mae:6404.73291
[189]	validation_0-mae:6001.51221	validation_1-mae:6404.22412
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[1478]	validation_0-mae:4053.73120	validation_1-mae:5985.26416
[1479]	validation_0-mae:4052.50879	validation_1-mae:5985.69336
[1480]	validation_0-mae:4051.43896	validation_1-mae:5985.49219
[1481]	validation_0-mae:4050.67481	validation_1-mae:5985.29834
[1482]	validation_0-mae:4049.31323	validation_1-mae:5984.95850
[1483]	validation_0-mae:4048.20752	validation_1-mae:5985.01465
[1484]	validation_0-mae:4047.52539	validation_1-mae:5984.78467
[1485]	validation_0-mae:4046.26343	validation_1-mae:5985.34570
[1486]	validation_0-mae:4044.96704	validation_1-mae:5985.62744
[1487]	validation_0-mae:4044.17969	validation_1-mae:5985.39941
[1488]	validation_0-mae:4043.46948	validation_1-mae:5985.43164
[1489]	validation_0-mae:4042.39673	validation_1-mae:5985.44238
[1490]	validation_0-mae:4041.53271	validation_1-mae:5985.45068
[1491]	validation_0-mae:4040.76001	validation_1-mae:5985.63574
[1492]	validation_0-mae:4040.02197	validation_1-mae:5985.88428
[1493]	validation_0-mae:4038.52319	validation_1-mae:5986.14014
[1494]	validation_0-mae:4037.61719	validation_1-mae:5986.27930
[1495]	validation_0-mae:4036.75952	validation_1-mae:5986.29395
[1496]	validation_0-mae:4035.67554	validation_1-mae:5986.15967
[1497]	validation_0-mae:4034.71216	validation_1-mae:5986.49170
[1498]	validation_0-mae:4034.28394	validation_1-mae:5986.55957
[1499]	validation_0-mae:4033.08960	validation_1-mae:5986.68018
[1500]	validation_0-mae:4031.82861	validation_1-mae:5987.11475
[1501]	validation_0-mae:4030.90503	validation_1-mae:5987.02197
[1502]	validation_0-mae:4030.29102	validation_1-mae:5986.94385
[1503]	validation_0-mae:4029.56519	validation_1-mae:5987.00732
[1504]	validation_0-mae:4028.69336	validation_1-mae:5986.50488
[1505]	validation_0-mae:4027.43188	validation_1-mae:5986.75098
[1506]	validation_0-mae:4026.67432	validation_1-mae:5987.02441
[1507]	validation_0-mae:4025.99780	validation_1-mae:5987.67139
[1508]	validation_0-mae:4025.14453	validation_1-mae:5987.91260
[1509]	validation_0-mae:4024.38525	validation_1-mae:5987.57812
[1510]	validation_0-mae:4023.72730	validation_1-mae:5987.47412
[1511]	validation_0-mae:4022.30811	validation_1-mae:5987.08252
[1512]	validation_0-mae:4021.01685	validation_1-mae:5986.25781
[1513]	validation_0-mae:4020.08740	validation_1-mae:5986.08447
[1514]	validation_0-mae:4019.70532	validation_1-mae:5986.34570
[1515]	validation_0-mae:4019.22778	validation_1-mae:5986.29932
[1516]	validation_0-mae:4018.56079	validation_1-mae:5986.37744
[1517]	validation_0-mae:4018.02832	validation_1-mae:5986.84228
[1518]	validation_0-mae:4017.27100	validation_1-mae:5987.06641
[1519]	validation_0-mae:4015.91235	validation_1-mae:5986.95508
[1520]	validation_0-mae:4014.85913	validation_1-mae:5987.43750
[1521]	validation_0-mae:4013.71631	validation_1-mae:5987.62500
[1522]	validation_0-mae:4012.58057	validation_1-mae:5987.52978
[1523]	validation_0-mae:4011.45068	validation_1-mae:5987.15820
[1524]	validation_0-mae:4010.60889	validation_1-mae:5987.61426
[1525]	validation_0-mae:4009.96240	validation_1-mae:5987.92480
[1526]	validation_0-mae:4009.16284	validation_1-mae:5987.67139
[1527]	validation_0-mae:4008.49365	validation_1-mae:5987.26953
[1528]	validation_0-mae:4007.50732	validation_1-mae:5986.65283
[1529]	validation_0-mae:4006.08350	validation_1-mae:5987.13232
[1530]	validation_0-mae:4004.46973	validation_1-mae:5987.29834
[1531]	validation_0-mae:4003.77881	validation_1-mae:5987.53076
[1532]	validation_0-mae:4002.41138	validation_1-mae:5987.24316
[1533]	validation_0-mae:4001.79761	validation_1-mae:5987.33789
[1534]	validation_0-mae:4001.18750	validation_1-mae:5987.29395
[1535]	validation_0-mae:4000.02051	validation_1-mae:5987.17480
[1536]	validation_0-mae:3999.55518	validation_1-mae:5987.27344
[1537]	validation_0-mae:3998.95874	validation_1-mae:5987.02197
[1538]	validation_0-mae:3998.01074	validation_1-mae:5987.13623
[1539]	validation_0-mae:3997.38355	validation_1-mae:5987.18897
[1540]	validation_0-mae:3996.68481	validation_1-mae:5986.83887
[1541]	validation_0-mae:3995.26856	validation_1-mae:5987.02978
[1542]	validation_0-mae:3994.54199	validation_1-mae:5986.91162
[1543]	validation_0-mae:3993.51929	validation_1-mae:5986.47852
[1544]	validation_0-mae:3992.19116	validation_1-mae:5986.20703
[1545]	validation_0-mae:3991.24414	validation_1-mae:5986.35498
[1546]	validation_0-mae:3990.30859	validation_1-mae:5986.07910
[1547]	validation_0-mae:3989.20630	validation_1-mae:5985.79932
[1548]	validation_0-mae:3988.50122	validation_1-mae:5985.82617
[1549]	validation_0-mae:3987.79517	validation_1-mae:5985.70361
[1550]	validation_0-mae:3987.23950	validation_1-mae:5986.11133
[1551]	validation_0-mae:3986.23608	validation_1-mae:5986.54785
[1552]	validation_0-mae:3985.73731	validation_1-mae:5986.39355
[1553]	validation_0-mae:3985.03589	validation_1-mae:5986.65674
[1554]	validation_0-mae:3984.30225	validation_1-mae:5986.66748
[1555]	validation_0-mae:3983.82373	validation_1-mae:5986.67676
[1556]	validation_0-mae:3983.28442	validation_1-mae:5986.77051
[1557]	validation_0-mae:3981.68408	validation_1-mae:5985.44434
[1558]	validation_0-mae:3980.99585	validation_1-mae:5985.31152
[1559]	validation_0-mae:3980.54932	validation_1-mae:5985.34473
[1560]	validation_0-mae:3979.71460	validation_1-mae:5986.01221
[1561]	validation_0-mae:3978.85718	validation_1-mae:5985.72852
[1562]	validation_0-mae:3977.43018	validation_1-mae:5986.29590
[1563]	validation_0-mae:3976.52319	validation_1-mae:5986.51416
[1564]	validation_0-mae:3976.01929	validation_1-mae:5986.52686
[1565]	validation_0-mae:3975.21460	validation_1-mae:5986.29346
[1566]	validation_0-mae:3974.21118	validation_1-mae:5987.07129
[1567]	validation_0-mae:3973.10840	validation_1-mae:5987.47852
[1568]	validation_0-mae:3972.37842	validation_1-mae:5987.30908
[1569]	validation_0-mae:3971.97803	validation_1-mae:5987.29004
[1570]	validation_0-mae:3970.50732	validation_1-mae:5987.63818
[1571]	validation_0-mae:3969.43921	validation_1-mae:5987.76025
[1572]	validation_0-mae:3968.61035	validation_1-mae:5987.93750
[1573]	validation_0-mae:3968.09961	validation_1-mae:5987.99512
[1574]	validation_0-mae:3967.35254	validation_1-mae:5987.94678
[1575]	validation_0-mae:3966.58838	validation_1-mae:5987.89258
[1576]	validation_0-mae:3965.96265	validation_1-mae:5987.41260
[1577]	validation_0-mae:3965.70825	validation_1-mae:5987.08203
[1578]	validation_0-mae:3965.48364	validation_1-mae:5987.09375
[1579]	validation_0-mae:3965.33984	validation_1-mae:5987.08057
[1580]	validation_0-mae:3964.91894	validation_1-mae:5987.01123
[1581]	validation_0-mae:3964.17236	validation_1-mae:5987.38330
[1582]	validation_0-mae:3963.25952	validation_1-mae:5988.01709
[1583]	validation_0-mae:3962.20215	validation_1-mae:5987.64648
[1584]	validation_0-mae:3961.16724	validation_1-mae:5987.71387
[1585]	validation_0-mae:3960.74829	validation_1-mae:5988.01318
[1586]	validation_0-mae:3960.07519	validation_1-mae:5988.39404
[1587]	validation_0-mae:3959.21655	validation_1-mae:5988.49853
[1588]	validation_0-mae:3958.33203	validation_1-mae:5988.72217
[1589]	validation_0-mae:3958.05029	validation_1-mae:5988.51709
[1590]	validation_0-mae:3957.25879	validation_1-mae:5988.51904
[1591]	validation_0-mae:3956.58813	validation_1-mae:5988.68603
[1592]	validation_0-mae:3955.69897	validation_1-mae:5988.28418
[1593]	validation_0-mae:3954.69971	validation_1-mae:5988.53418
[1594]	validation_0-mae:3953.64770	validation_1-mae:5987.92236
[1595]	validation_0-mae:3952.26050	validation_1-mae:5987.90137
[1596]	validation_0-mae:3951.91675	validation_1-mae:5987.85840
[1597]	validation_0-mae:3950.93945	validation_1-mae:5987.45703
[1598]	validation_0-mae:3949.37402	validation_1-mae:5987.25195
[1599]	validation_0-mae:3948.63843	validation_1-mae:5987.44678
[1600]	validation_0-mae:3947.51978	validation_1-mae:5987.29932
[1601]	validation_0-mae:3947.17163	validation_1-mae:5987.37500
[1602]	validation_0-mae:3945.41528	validation_1-mae:5986.74170
[1603]	validation_0-mae:3944.50757	validation_1-mae:5986.74023
[1604]	validation_0-mae:3943.78442	validation_1-mae:5986.59863
[1605]	validation_0-mae:3943.23267	validation_1-mae:5986.38037
[1606]	validation_0-mae:3942.71509	validation_1-mae:5986.63428
[1607]	validation_0-mae:3941.96899	validation_1-mae:5986.59863
[1608]	validation_0-mae:3941.61304	validation_1-mae:5986.64795
[1609]	validation_0-mae:3941.33081	validation_1-mae:5986.52393
[1610]	validation_0-mae:3941.18262	validation_1-mae:5986.44092
[1611]	validation_0-mae:3939.31177	validation_1-mae:5985.42383
[1612]	validation_0-mae:3939.05444	validation_1-mae:5985.47217
[1613]	validation_0-mae:3938.86499	validation_1-mae:5985.68506
[1614]	validation_0-mae:3938.34961	validation_1-mae:5985.63965
[1615]	validation_0-mae:3937.11645	validation_1-mae:5985.54395
[1616]	validation_0-mae:3936.67456	validation_1-mae:5985.47314
[1617]	validation_0-mae:3936.16943	validation_1-mae:5985.30469
[1618]	validation_0-mae:3935.45508	validation_1-mae:5985.47510
[1619]	validation_0-mae:3934.27759	validation_1-mae:5985.39648
[1620]	validation_0-mae:3933.66919	validation_1-mae:5985.49414
[1621]	validation_0-mae:3932.77515	validation_1-mae:5985.74365
[1622]	validation_0-mae:3932.17554	validation_1-mae:5985.55127
[1623]	validation_0-mae:3930.35059	validation_1-mae:5985.32422
[1624]	validation_0-mae:3929.71558	validation_1-mae:5985.39160
[1625]	validation_0-mae:3928.52246	validation_1-mae:5985.60840
[1626]	validation_0-mae:3927.81323	validation_1-mae:5986.00147
[1627]	validation_0-mae:3927.09399	validation_1-mae:5985.88232
[1628]	validation_0-mae:3926.08301	validation_1-mae:5986.06397
[1629]	validation_0-mae:3925.25537	validation_1-mae:5985.89355
[1630]	validation_0-mae:3924.63232	validation_1-mae:5985.93213
[1631]	validation_0-mae:3923.78711	validation_1-mae:5986.04492
[1632]	validation_0-mae:3922.78467	validation_1-mae:5985.89990
[1633]	validation_0-mae:3922.41260	validation_1-mae:5985.52148
[1634]	validation_0-mae:3921.62305	validation_1-mae:5985.67822
[1635]	validation_0-mae:3920.19214	validation_1-mae:5985.91406
[1636]	validation_0-mae:3919.53638	validation_1-mae:5986.23975
[1637]	validation_0-mae:3918.48877	validation_1-mae:5985.62402
[1638]	validation_0-mae:3917.77856	validation_1-mae:5985.47461
[1639]	validation_0-mae:3916.61328	validation_1-mae:5984.58447
[1640]	validation_0-mae:3915.64258	validation_1-mae:5984.37402
[1641]	validation_0-mae:3914.74487	validation_1-mae:5984.70898
[1642]	validation_0-mae:3913.70215	validation_1-mae:5984.54443
[1643]	validation_0-mae:3912.77856	validation_1-mae:5984.15772
[1644]	validation_0-mae:3911.67212	validation_1-mae:5984.55420
[1645]	validation_0-mae:3910.60449	validation_1-mae:5984.66992
[1646]	validation_0-mae:3909.62183	validation_1-mae:5984.40088
[1647]	validation_0-mae:3908.98315	validation_1-mae:5984.61865
[1648]	validation_0-mae:3908.16577	validation_1-mae:5984.74414
[1649]	validation_0-mae:3907.56958	validation_1-mae:5984.95361
[1650]	validation_0-mae:3906.82178	validation_1-mae:5985.69580
[1651]	validation_0-mae:3905.98731	validation_1-mae:5985.87402
[1652]	validation_0-mae:3904.95459	validation_1-mae:5985.40918
[1653]	validation_0-mae:3903.68042	validation_1-mae:5985.42920
[1654]	validation_0-mae:3903.23315	validation_1-mae:5985.55859
[1655]	validation_0-mae:3902.25830	validation_1-mae:5985.78418
[1656]	validation_0-mae:3901.42822	validation_1-mae:5985.68799
[1657]	validation_0-mae:3901.02515	validation_1-mae:5985.78418
[1658]	validation_0-mae:3899.11890	validation_1-mae:5985.51074
[1659]	validation_0-mae:3898.12988	validation_1-mae:5985.10107
[1660]	validation_0-mae:3897.92725	validation_1-mae:5985.08838
[1661]	validation_0-mae:3897.11548	validation_1-mae:5985.22803
[1662]	validation_0-mae:3896.98315	validation_1-mae:5985.20605
[1663]	validation_0-mae:3896.77612	validation_1-mae:5985.14258
[1664]	validation_0-mae:3896.24756	validation_1-mae:5985.04150
[1665]	validation_0-mae:3895.90942	validation_1-mae:5985.20850
[1666]	validation_0-mae:3895.34790	validation_1-mae:5985.42041
[1667]	validation_0-mae:3894.65674	validation_1-mae:5985.24365
[1668]	validation_0-mae:3894.19067	validation_1-mae:5985.24170
[1669]	validation_0-mae:3893.65234	validation_1-mae:5985.30469
[1670]	validation_0-mae:3893.12646	validation_1-mae:5985.02344
[1671]	validation_0-mae:3892.91480	validation_1-mae:5985.04395
[1672]	validation_0-mae:3892.63696	validation_1-mae:5985.15137
[1673]	validation_0-mae:3891.29272	validation_1-mae:5986.07129
[1674]	validation_0-mae:3890.30054	validation_1-mae:5986.96387
[1675]	validation_0-mae:3888.80103	validation_1-mae:5986.65430
[1676]	validation_0-mae:3887.19727	validation_1-mae:5986.18750
[1677]	validation_0-mae:3886.59375	validation_1-mae:5986.08545
[1678]	validation_0-mae:3885.95728	validation_1-mae:5985.73730
[1679]	validation_0-mae:3884.88013	validation_1-mae:5985.68457
[1680]	validation_0-mae:3883.03760	validation_1-mae:5985.42529
[1681]	validation_0-mae:3882.06226	validation_1-mae:5986.37939
[1682]	validation_0-mae:3880.88940	validation_1-mae:5985.76514
[1683]	validation_0-mae:3879.76318	validation_1-mae:5985.79102
[1684]	validation_0-mae:3879.11963	validation_1-mae:5985.78174
[1685]	validation_0-mae:3878.42383	validation_1-mae:5986.06055
[1686]	validation_0-mae:3877.43481	validation_1-mae:5986.55078
[1687]	validation_0-mae:3876.69385	validation_1-mae:5986.59326
[1688]	validation_0-mae:3875.94189	validation_1-mae:5986.74707
[1689]	validation_0-mae:3875.37695	validation_1-mae:5987.07910
[1690]	validation_0-mae:3874.77417	validation_1-mae:5986.87842
[1691]	validation_0-mae:3873.98975	validation_1-mae:5987.12305
[1692]	validation_0-mae:3873.41870	validation_1-mae:5987.03223
[1693]	validation_0-mae:3872.16626	validation_1-mae:5986.78223
[1694]	validation_0-mae:3870.37207	validation_1-mae:5986.57715
[1695]	validation_0-mae:3869.43628	validation_1-mae:5986.86230
[1696]	validation_0-mae:3867.40723	validation_1-mae:5987.02832
[1697]	validation_0-mae:3867.01245	validation_1-mae:5987.12793
[1698]	validation_0-mae:3866.08862	validation_1-mae:5987.43018
[1699]	validation_0-mae:3864.80298	validation_1-mae:5987.24463
Dropping: tem
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20745.88867
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.02148
[5]	validation_0-mae:17301.18555	validation_1-mae:17050.82422
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.00586
[7]	validation_0-mae:14475.86523	validation_1-mae:14245.83789
[8]	validation_0-mae:13346.72363	validation_1-mae:13123.64844
[9]	validation_0-mae:12383.51367	validation_1-mae:12163.87012
[10]	validation_0-mae:11563.51367	validation_1-mae:11347.74512
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.29981
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.88086
[13]	validation_0-mae:9819.97461	validation_1-mae:9624.27930
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.74707
[15]	validation_0-mae:9084.41894	validation_1-mae:8906.31934
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.91016
[17]	validation_0-mae:8567.56836	validation_1-mae:8410.47852
[18]	validation_0-mae:8374.73047	validation_1-mae:8222.20508
[19]	validation_0-mae:8212.23242	validation_1-mae:8069.40772
[20]	validation_0-mae:8069.45264	validation_1-mae:7938.27100
[21]	validation_0-mae:7945.11670	validation_1-mae:7830.38672
[22]	validation_0-mae:7846.97559	validation_1-mae:7744.21436
[23]	validation_0-mae:7760.82373	validation_1-mae:7675.03516
[24]	validation_0-mae:7677.09228	validation_1-mae:7596.69043
[25]	validation_0-mae:7604.52100	validation_1-mae:7533.35596
[26]	validation_0-mae:7549.05176	validation_1-mae:7486.56348
[27]	validation_0-mae:7488.75049	validation_1-mae:7432.55078
[28]	validation_0-mae:7439.51172	validation_1-mae:7391.72510
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[1570]	validation_0-mae:3973.54712	validation_1-mae:5968.90723
[1571]	validation_0-mae:3972.77246	validation_1-mae:5968.86084
[1572]	validation_0-mae:3971.98071	validation_1-mae:5968.75391
[1573]	validation_0-mae:3970.90430	validation_1-mae:5968.63379
[1574]	validation_0-mae:3970.65552	validation_1-mae:5968.53564
[1575]	validation_0-mae:3969.91968	validation_1-mae:5968.39111
[1576]	validation_0-mae:3969.51636	validation_1-mae:5968.47217
[1577]	validation_0-mae:3968.88208	validation_1-mae:5968.35107
[1578]	validation_0-mae:3968.07983	validation_1-mae:5968.37451
[1579]	validation_0-mae:3967.34204	validation_1-mae:5968.40723
[1580]	validation_0-mae:3966.24683	validation_1-mae:5968.25293
[1581]	validation_0-mae:3966.16162	validation_1-mae:5968.21094
[1582]	validation_0-mae:3965.47607	validation_1-mae:5968.32422
[1583]	validation_0-mae:3964.75391	validation_1-mae:5968.44775
[1584]	validation_0-mae:3963.94629	validation_1-mae:5968.76660
[1585]	validation_0-mae:3962.82202	validation_1-mae:5968.55908
[1586]	validation_0-mae:3961.67529	validation_1-mae:5968.45068
[1587]	validation_0-mae:3960.66211	validation_1-mae:5968.29248
[1588]	validation_0-mae:3959.87134	validation_1-mae:5968.39062
[1589]	validation_0-mae:3958.58447	validation_1-mae:5967.40772
[1590]	validation_0-mae:3958.01050	validation_1-mae:5967.18652
[1591]	validation_0-mae:3957.03345	validation_1-mae:5967.30713
[1592]	validation_0-mae:3955.81616	validation_1-mae:5967.08350
[1593]	validation_0-mae:3954.51465	validation_1-mae:5966.77881
[1594]	validation_0-mae:3953.23926	validation_1-mae:5966.18799
[1595]	validation_0-mae:3952.45532	validation_1-mae:5966.75879
[1596]	validation_0-mae:3951.32227	validation_1-mae:5967.41309
[1597]	validation_0-mae:3950.46582	validation_1-mae:5967.10059
[1598]	validation_0-mae:3949.16992	validation_1-mae:5967.11768
[1599]	validation_0-mae:3948.54321	validation_1-mae:5967.15625
[1600]	validation_0-mae:3947.91162	validation_1-mae:5967.07715
[1601]	validation_0-mae:3947.19849	validation_1-mae:5967.06445
[1602]	validation_0-mae:3946.62939	validation_1-mae:5967.04150
[1603]	validation_0-mae:3945.75146	validation_1-mae:5966.91455
[1604]	validation_0-mae:3944.89990	validation_1-mae:5966.89258
[1605]	validation_0-mae:3943.86865	validation_1-mae:5967.38623
[1606]	validation_0-mae:3942.98633	validation_1-mae:5967.83447
[1607]	validation_0-mae:3941.78711	validation_1-mae:5967.56201
[1608]	validation_0-mae:3941.06152	validation_1-mae:5967.65918
[1609]	validation_0-mae:3940.66626	validation_1-mae:5967.64307
[1610]	validation_0-mae:3940.05176	validation_1-mae:5967.34522
[1611]	validation_0-mae:3939.12012	validation_1-mae:5967.08838
[1612]	validation_0-mae:3938.16699	validation_1-mae:5967.20801
[1613]	validation_0-mae:3936.78589	validation_1-mae:5967.85010
[1614]	validation_0-mae:3935.87500	validation_1-mae:5968.08691
[1615]	validation_0-mae:3935.04834	validation_1-mae:5967.74072
[1616]	validation_0-mae:3934.27539	validation_1-mae:5967.61768
[1617]	validation_0-mae:3933.43457	validation_1-mae:5967.67090
[1618]	validation_0-mae:3932.33740	validation_1-mae:5967.88428
[1619]	validation_0-mae:3931.71997	validation_1-mae:5967.81299
[1620]	validation_0-mae:3931.14282	validation_1-mae:5967.61475
[1621]	validation_0-mae:3930.10913	validation_1-mae:5967.49902
[1622]	validation_0-mae:3929.42188	validation_1-mae:5967.68652
[1623]	validation_0-mae:3928.47461	validation_1-mae:5967.75439
[1624]	validation_0-mae:3927.78027	validation_1-mae:5967.72119
[1625]	validation_0-mae:3927.23022	validation_1-mae:5967.83838
[1626]	validation_0-mae:3926.51147	validation_1-mae:5967.73828
[1627]	validation_0-mae:3925.81616	validation_1-mae:5967.70850
[1628]	validation_0-mae:3925.28296	validation_1-mae:5967.75928
[1629]	validation_0-mae:3924.58862	validation_1-mae:5967.84522
[1630]	validation_0-mae:3923.76514	validation_1-mae:5968.28076
[1631]	validation_0-mae:3923.18408	validation_1-mae:5968.53027
[1632]	validation_0-mae:3922.69849	validation_1-mae:5968.44336
[1633]	validation_0-mae:3922.48120	validation_1-mae:5968.45752
[1634]	validation_0-mae:3921.79907	validation_1-mae:5968.55615
[1635]	validation_0-mae:3921.55103	validation_1-mae:5968.45312
[1636]	validation_0-mae:3920.63477	validation_1-mae:5968.58740
[1637]	validation_0-mae:3920.53174	validation_1-mae:5968.61328
[1638]	validation_0-mae:3919.96655	validation_1-mae:5968.46240
[1639]	validation_0-mae:3918.33203	validation_1-mae:5968.35498
[1640]	validation_0-mae:3917.84448	validation_1-mae:5968.74219
[1641]	validation_0-mae:3916.81934	validation_1-mae:5968.77783
[1642]	validation_0-mae:3916.25293	validation_1-mae:5968.65430
[1643]	validation_0-mae:3915.32324	validation_1-mae:5968.75098
[1644]	validation_0-mae:3914.74145	validation_1-mae:5968.95264
[1645]	validation_0-mae:3913.88672	validation_1-mae:5969.18555
[1646]	validation_0-mae:3913.80591	validation_1-mae:5969.21777
[1647]	validation_0-mae:3913.49121	validation_1-mae:5969.21533
[1648]	validation_0-mae:3912.52637	validation_1-mae:5969.28516
[1649]	validation_0-mae:3912.07007	validation_1-mae:5969.21875
[1650]	validation_0-mae:3911.38062	validation_1-mae:5969.50830
[1651]	validation_0-mae:3909.92139	validation_1-mae:5969.28857
[1652]	validation_0-mae:3909.40942	validation_1-mae:5969.66895
[1653]	validation_0-mae:3907.98315	validation_1-mae:5970.02197
[1654]	validation_0-mae:3906.89502	validation_1-mae:5970.49561
[1655]	validation_0-mae:3906.38745	validation_1-mae:5970.46338
[1656]	validation_0-mae:3905.34570	validation_1-mae:5970.76074
[1657]	validation_0-mae:3904.63696	validation_1-mae:5970.67041
[1658]	validation_0-mae:3903.58862	validation_1-mae:5970.66260
[1659]	validation_0-mae:3902.71240	validation_1-mae:5970.57178
[1660]	validation_0-mae:3902.36938	validation_1-mae:5970.60693
[1661]	validation_0-mae:3901.54028	validation_1-mae:5970.57764
[1662]	validation_0-mae:3900.80835	validation_1-mae:5970.56836
[1663]	validation_0-mae:3899.57642	validation_1-mae:5970.67041
[1664]	validation_0-mae:3898.46851	validation_1-mae:5970.61279
[1665]	validation_0-mae:3898.08398	validation_1-mae:5970.71191
[1666]	validation_0-mae:3897.52466	validation_1-mae:5970.73779
[1667]	validation_0-mae:3897.21069	validation_1-mae:5970.90088
[1668]	validation_0-mae:3896.77173	validation_1-mae:5970.82178
[1669]	validation_0-mae:3895.43848	validation_1-mae:5971.24365
[1670]	validation_0-mae:3894.13623	validation_1-mae:5971.15576
[1671]	validation_0-mae:3893.02515	validation_1-mae:5970.98633
[1672]	validation_0-mae:3892.01001	validation_1-mae:5970.45947
[1673]	validation_0-mae:3890.96143	validation_1-mae:5970.32764
[1674]	validation_0-mae:3889.72681	validation_1-mae:5970.06885
[1675]	validation_0-mae:3888.91797	validation_1-mae:5970.19287
[1676]	validation_0-mae:3888.30908	validation_1-mae:5970.28711
[1677]	validation_0-mae:3887.74561	validation_1-mae:5970.48486
[1678]	validation_0-mae:3886.94165	validation_1-mae:5970.09473
[1679]	validation_0-mae:3885.87866	validation_1-mae:5970.29053
[1680]	validation_0-mae:3885.06714	validation_1-mae:5970.60059
[1681]	validation_0-mae:3884.61279	validation_1-mae:5970.58008
[1682]	validation_0-mae:3884.18140	validation_1-mae:5970.56055
[1683]	validation_0-mae:3883.41602	validation_1-mae:5970.80420
[1684]	validation_0-mae:3882.33667	validation_1-mae:5971.62061
[1685]	validation_0-mae:3881.32959	validation_1-mae:5971.72607
[1686]	validation_0-mae:3880.58057	validation_1-mae:5971.55957
[1687]	validation_0-mae:3879.98804	validation_1-mae:5971.77930
[1688]	validation_0-mae:3879.30981	validation_1-mae:5972.22998
[1689]	validation_0-mae:3877.93604	validation_1-mae:5972.22022
[1690]	validation_0-mae:3877.39087	validation_1-mae:5972.26367
[1691]	validation_0-mae:3876.38452	validation_1-mae:5972.04883
[1692]	validation_0-mae:3875.63916	validation_1-mae:5972.69434
[1693]	validation_0-mae:3874.96191	validation_1-mae:5972.54199
[1694]	validation_0-mae:3874.21997	validation_1-mae:5972.78516
[1695]	validation_0-mae:3873.63501	validation_1-mae:5972.59961
[1696]	validation_0-mae:3873.19019	validation_1-mae:5972.49170
[1697]	validation_0-mae:3871.97656	validation_1-mae:5973.54248
[1698]	validation_0-mae:3871.25684	validation_1-mae:5973.56982
[1699]	validation_0-mae:3870.89160	validation_1-mae:5973.43213
Dropping: crd
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.72949	validation_1-mae:8221.72070
[19]	validation_0-mae:8212.23242	validation_1-mae:8068.92285
[20]	validation_0-mae:8069.45264	validation_1-mae:7937.78662
[21]	validation_0-mae:7945.11670	validation_1-mae:7829.90234
[22]	validation_0-mae:7846.97461	validation_1-mae:7744.26367
[23]	validation_0-mae:7760.82324	validation_1-mae:7675.08398
[24]	validation_0-mae:7677.09228	validation_1-mae:7596.74023
[25]	validation_0-mae:7604.52100	validation_1-mae:7533.40576
[26]	validation_0-mae:7549.05176	validation_1-mae:7486.61328
[27]	validation_0-mae:7488.75049	validation_1-mae:7432.37793
[28]	validation_0-mae:7439.51172	validation_1-mae:7391.55225
[29]	validation_0-mae:7397.34473	validation_1-mae:7357.37793
[30]	validation_0-mae:7361.62842	validation_1-mae:7326.89893
[31]	validation_0-mae:7321.06689	validation_1-mae:7290.34863
[32]	validation_0-mae:7292.64111	validation_1-mae:7272.86865
[33]	validation_0-mae:7264.37012	validation_1-mae:7251.80176
[34]	validation_0-mae:7234.05078	validation_1-mae:7231.80908
[35]	validation_0-mae:7202.57715	validation_1-mae:7207.10889
[36]	validation_0-mae:7185.35889	validation_1-mae:7193.71973
[37]	validation_0-mae:7167.74219	validation_1-mae:7183.67432
[38]	validation_0-mae:7142.38184	validation_1-mae:7162.26660
[39]	validation_0-mae:7121.32422	validation_1-mae:7145.12402
[40]	validation_0-mae:7103.48682	validation_1-mae:7134.48730
[41]	validation_0-mae:7087.31689	validation_1-mae:7122.00537
[42]	validation_0-mae:7070.21045	validation_1-mae:7111.27832
[43]	validation_0-mae:7050.17432	validation_1-mae:7097.38916
[44]	validation_0-mae:7037.65234	validation_1-mae:7086.64893
[45]	validation_0-mae:7012.39990	validation_1-mae:7066.18701
[46]	validation_0-mae:6988.82861	validation_1-mae:7045.86133
[47]	validation_0-mae:6972.97461	validation_1-mae:7037.78369
[48]	validation_0-mae:6948.31738	validation_1-mae:7019.31299
[49]	validation_0-mae:6934.13916	validation_1-mae:7009.20605
[50]	validation_0-mae:6915.89404	validation_1-mae:6995.80273
[51]	validation_0-mae:6901.48145	validation_1-mae:6990.24219
[52]	validation_0-mae:6888.41309	validation_1-mae:6978.91406
[53]	validation_0-mae:6875.91895	validation_1-mae:6973.47412
[54]	validation_0-mae:6867.48633	validation_1-mae:6967.18848
[55]	validation_0-mae:6851.41260	validation_1-mae:6955.37256
[56]	validation_0-mae:6832.73730	validation_1-mae:6938.92090
[57]	validation_0-mae:6819.11230	validation_1-mae:6930.04346
[58]	validation_0-mae:6809.64258	validation_1-mae:6921.83789
[59]	validation_0-mae:6794.47510	validation_1-mae:6912.79297
[60]	validation_0-mae:6779.62793	validation_1-mae:6899.87891
[61]	validation_0-mae:6767.44922	validation_1-mae:6891.21338
[62]	validation_0-mae:6746.22412	validation_1-mae:6874.12988
[63]	validation_0-mae:6733.93799	validation_1-mae:6862.84424
[64]	validation_0-mae:6723.69336	validation_1-mae:6859.32422
[65]	validation_0-mae:6714.66602	validation_1-mae:6852.40820
[66]	validation_0-mae:6703.12988	validation_1-mae:6843.52490
[67]	validation_0-mae:6696.48779	validation_1-mae:6838.93701
[68]	validation_0-mae:6678.37939	validation_1-mae:6823.51562
[69]	validation_0-mae:6665.91162	validation_1-mae:6814.09131
[70]	validation_0-mae:6655.08008	validation_1-mae:6806.50537
[71]	validation_0-mae:6640.38037	validation_1-mae:6792.80273
[72]	validation_0-mae:6631.74463	validation_1-mae:6785.63379
[73]	validation_0-mae:6624.77881	validation_1-mae:6782.43311
[74]	validation_0-mae:6617.17090	validation_1-mae:6777.77588
[75]	validation_0-mae:6607.47510	validation_1-mae:6771.32422
[76]	validation_0-mae:6595.37891	validation_1-mae:6762.73389
[77]	validation_0-mae:6586.02344	validation_1-mae:6753.66211
[78]	validation_0-mae:6577.90137	validation_1-mae:6749.84473
[79]	validation_0-mae:6570.18164	validation_1-mae:6745.62061
[80]	validation_0-mae:6557.68701	validation_1-mae:6736.87061
[81]	validation_0-mae:6547.67383	validation_1-mae:6727.52197
[82]	validation_0-mae:6538.81103	validation_1-mae:6722.78418
[83]	validation_0-mae:6531.09277	validation_1-mae:6718.77295
[84]	validation_0-mae:6521.59863	validation_1-mae:6710.00439
[85]	validation_0-mae:6514.22656	validation_1-mae:6705.21728
[86]	validation_0-mae:6496.79639	validation_1-mae:6688.37451
[87]	validation_0-mae:6492.96484	validation_1-mae:6684.58057
[88]	validation_0-mae:6484.78174	validation_1-mae:6679.94971
[89]	validation_0-mae:6479.22852	validation_1-mae:6676.10547
[90]	validation_0-mae:6469.85107	validation_1-mae:6669.52783
[91]	validation_0-mae:6466.19727	validation_1-mae:6665.70703
[92]	validation_0-mae:6459.61328	validation_1-mae:6662.35449
[93]	validation_0-mae:6453.50635	validation_1-mae:6657.13037
[94]	validation_0-mae:6446.53809	validation_1-mae:6654.35840
[95]	validation_0-mae:6442.28418	validation_1-mae:6652.33887
[96]	validation_0-mae:6433.30811	validation_1-mae:6645.59863
[97]	validation_0-mae:6429.57275	validation_1-mae:6643.90332
[98]	validation_0-mae:6418.11523	validation_1-mae:6639.09766
[99]	validation_0-mae:6411.43506	validation_1-mae:6633.76904
[100]	validation_0-mae:6401.94629	validation_1-mae:6626.15772
[101]	validation_0-mae:6399.03760	validation_1-mae:6622.71582
[102]	validation_0-mae:6394.48975	validation_1-mae:6620.18311
[103]	validation_0-mae:6387.21631	validation_1-mae:6615.48975
[104]	validation_0-mae:6380.02393	validation_1-mae:6611.12549
[105]	validation_0-mae:6370.96533	validation_1-mae:6605.30615
[106]	validation_0-mae:6368.63916	validation_1-mae:6603.88330
[107]	validation_0-mae:6360.38574	validation_1-mae:6600.39697
[108]	validation_0-mae:6355.37207	validation_1-mae:6597.84473
[109]	validation_0-mae:6350.80762	validation_1-mae:6593.75244
[110]	validation_0-mae:6340.29297	validation_1-mae:6586.60645
[111]	validation_0-mae:6333.36133	validation_1-mae:6582.43701
[112]	validation_0-mae:6325.15478	validation_1-mae:6576.02588
[113]	validation_0-mae:6323.09717	validation_1-mae:6575.64941
[114]	validation_0-mae:6318.51318	validation_1-mae:6573.02686
[115]	validation_0-mae:6312.02246	validation_1-mae:6569.64111
[116]	validation_0-mae:6306.61133	validation_1-mae:6565.60303
[117]	validation_0-mae:6299.75000	validation_1-mae:6560.75439
[118]	validation_0-mae:6296.75879	validation_1-mae:6560.86279
[119]	validation_0-mae:6292.89453	validation_1-mae:6557.40918
[120]	validation_0-mae:6288.02441	validation_1-mae:6555.08496
[121]	validation_0-mae:6282.20996	validation_1-mae:6550.15576
[122]	validation_0-mae:6278.38770	validation_1-mae:6547.59912
[123]	validation_0-mae:6272.84326	validation_1-mae:6544.63037
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[1665]	validation_0-mae:3883.01489	validation_1-mae:5990.04492
[1666]	validation_0-mae:3882.68311	validation_1-mae:5990.24170
[1667]	validation_0-mae:3881.86499	validation_1-mae:5990.45850
[1668]	validation_0-mae:3881.13037	validation_1-mae:5990.34228
[1669]	validation_0-mae:3880.42285	validation_1-mae:5990.89062
[1670]	validation_0-mae:3879.72681	validation_1-mae:5990.77490
[1671]	validation_0-mae:3879.05420	validation_1-mae:5990.58838
[1672]	validation_0-mae:3878.48901	validation_1-mae:5990.80664
[1673]	validation_0-mae:3877.56250	validation_1-mae:5990.74365
[1674]	validation_0-mae:3876.59619	validation_1-mae:5990.49268
[1675]	validation_0-mae:3875.86816	validation_1-mae:5990.76562
[1676]	validation_0-mae:3875.27002	validation_1-mae:5990.97607
[1677]	validation_0-mae:3874.45166	validation_1-mae:5990.90381
[1678]	validation_0-mae:3873.87866	validation_1-mae:5991.03906
[1679]	validation_0-mae:3873.66894	validation_1-mae:5991.10449
[1680]	validation_0-mae:3873.16968	validation_1-mae:5991.19287
[1681]	validation_0-mae:3872.78296	validation_1-mae:5991.19971
[1682]	validation_0-mae:3871.96655	validation_1-mae:5991.13721
[1683]	validation_0-mae:3870.93701	validation_1-mae:5991.69629
[1684]	validation_0-mae:3870.14062	validation_1-mae:5991.45410
[1685]	validation_0-mae:3869.29858	validation_1-mae:5991.40430
[1686]	validation_0-mae:3868.44360	validation_1-mae:5991.73486
[1687]	validation_0-mae:3867.36255	validation_1-mae:5992.43897
[1688]	validation_0-mae:3866.58838	validation_1-mae:5992.30615
[1689]	validation_0-mae:3866.17432	validation_1-mae:5992.25000
[1690]	validation_0-mae:3865.86279	validation_1-mae:5992.16113
[1691]	validation_0-mae:3864.74414	validation_1-mae:5992.01611
[1692]	validation_0-mae:3864.16577	validation_1-mae:5991.71240
[1693]	validation_0-mae:3863.44971	validation_1-mae:5991.83105
[1694]	validation_0-mae:3862.51611	validation_1-mae:5991.74658
[1695]	validation_0-mae:3862.06299	validation_1-mae:5992.09424
[1696]	validation_0-mae:3861.22607	validation_1-mae:5992.28223
[1697]	validation_0-mae:3860.75806	validation_1-mae:5992.03320
[1698]	validation_0-mae:3860.26685	validation_1-mae:5992.15430
[1699]	validation_0-mae:3859.36768	validation_1-mae:5992.24121
Dropping: dach
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.97461	validation_1-mae:9623.92090
[14]	validation_0-mae:9418.90527	validation_1-mae:9233.26269
[15]	validation_0-mae:9084.41894	validation_1-mae:8905.83496
[16]	validation_0-mae:8802.76660	validation_1-mae:8634.42578
[17]	validation_0-mae:8567.56836	validation_1-mae:8409.99414
[18]	validation_0-mae:8374.73047	validation_1-mae:8221.72070
[19]	validation_0-mae:8212.23242	validation_1-mae:8068.92285
[20]	validation_0-mae:8069.45264	validation_1-mae:7937.78662
[21]	validation_0-mae:7945.11670	validation_1-mae:7829.90234
[22]	validation_0-mae:7846.97559	validation_1-mae:7743.72949
[23]	validation_0-mae:7760.82373	validation_1-mae:7674.55371
[24]	validation_0-mae:7677.09228	validation_1-mae:7596.20996
[25]	validation_0-mae:7604.52100	validation_1-mae:7532.87549
[26]	validation_0-mae:7549.05176	validation_1-mae:7486.08252
[27]	validation_0-mae:7488.75049	validation_1-mae:7431.84717
[28]	validation_0-mae:7439.51172	validation_1-mae:7391.02148
[29]	validation_0-mae:7397.34473	validation_1-mae:7356.84766
[30]	validation_0-mae:7361.62842	validation_1-mae:7326.36816
[31]	validation_0-mae:7321.06689	validation_1-mae:7289.81836
[32]	validation_0-mae:7292.64111	validation_1-mae:7272.33740
[33]	validation_0-mae:7264.37012	validation_1-mae:7251.27148
[34]	validation_0-mae:7234.05078	validation_1-mae:7231.27832
[35]	validation_0-mae:7202.57715	validation_1-mae:7206.57861
[36]	validation_0-mae:7185.35889	validation_1-mae:7193.18897
[37]	validation_0-mae:7167.74219	validation_1-mae:7183.14355
[38]	validation_0-mae:7142.38184	validation_1-mae:7161.73584
[39]	validation_0-mae:7121.32422	validation_1-mae:7144.59375
[40]	validation_0-mae:7103.48682	validation_1-mae:7133.95654
[41]	validation_0-mae:7087.31689	validation_1-mae:7121.47510
[42]	validation_0-mae:7070.21045	validation_1-mae:7110.74805
[43]	validation_0-mae:7050.17432	validation_1-mae:7096.27051
[44]	validation_0-mae:7037.65234	validation_1-mae:7085.67871
[45]	validation_0-mae:7012.39990	validation_1-mae:7065.21680
[46]	validation_0-mae:6988.82861	validation_1-mae:7044.89111
[47]	validation_0-mae:6972.97461	validation_1-mae:7036.81348
[48]	validation_0-mae:6948.31738	validation_1-mae:7018.34228
[49]	validation_0-mae:6934.13916	validation_1-mae:7008.23584
[50]	validation_0-mae:6915.89404	validation_1-mae:6994.83252
[51]	validation_0-mae:6901.48145	validation_1-mae:6989.27148
[52]	validation_0-mae:6888.41309	validation_1-mae:6977.94434
[53]	validation_0-mae:6875.91895	validation_1-mae:6972.50391
[54]	validation_0-mae:6867.48633	validation_1-mae:6966.21875
[55]	validation_0-mae:6851.41260	validation_1-mae:6954.40234
[56]	validation_0-mae:6832.73730	validation_1-mae:6937.95068
[57]	validation_0-mae:6819.11230	validation_1-mae:6928.95703
[58]	validation_0-mae:6809.64258	validation_1-mae:6920.75098
[59]	validation_0-mae:6794.47510	validation_1-mae:6911.70703
[60]	validation_0-mae:6779.62793	validation_1-mae:6898.79248
[61]	validation_0-mae:6767.44922	validation_1-mae:6890.12695
[62]	validation_0-mae:6746.22412	validation_1-mae:6873.04346
[63]	validation_0-mae:6733.93799	validation_1-mae:6861.75830
[64]	validation_0-mae:6723.69336	validation_1-mae:6858.23828
[65]	validation_0-mae:6714.66602	validation_1-mae:6851.32178
[66]	validation_0-mae:6703.12988	validation_1-mae:6842.15820
[67]	validation_0-mae:6696.48730	validation_1-mae:6837.81250
[68]	validation_0-mae:6678.37939	validation_1-mae:6822.39014
[69]	validation_0-mae:6665.91162	validation_1-mae:6812.96631
[70]	validation_0-mae:6655.08008	validation_1-mae:6805.38037
[71]	validation_0-mae:6640.38037	validation_1-mae:6791.67773
[72]	validation_0-mae:6631.74463	validation_1-mae:6784.50928
[73]	validation_0-mae:6624.77881	validation_1-mae:6781.30762
[74]	validation_0-mae:6617.17090	validation_1-mae:6776.65039
[75]	validation_0-mae:6607.47510	validation_1-mae:6770.19971
[76]	validation_0-mae:6595.37891	validation_1-mae:6761.60889
[77]	validation_0-mae:6586.02344	validation_1-mae:6752.53760
[78]	validation_0-mae:6577.90137	validation_1-mae:6748.71924
[79]	validation_0-mae:6570.18115	validation_1-mae:6744.49561
[80]	validation_0-mae:6557.85156	validation_1-mae:6735.91064
[81]	validation_0-mae:6547.64404	validation_1-mae:6726.02100
[82]	validation_0-mae:6539.98096	validation_1-mae:6722.12451
[83]	validation_0-mae:6530.04980	validation_1-mae:6712.41016
[84]	validation_0-mae:6518.03174	validation_1-mae:6699.99561
[85]	validation_0-mae:6509.07275	validation_1-mae:6695.20850
[86]	validation_0-mae:6502.68311	validation_1-mae:6689.96728
[87]	validation_0-mae:6497.35400	validation_1-mae:6685.67871
[88]	validation_0-mae:6490.33838	validation_1-mae:6680.68750
[89]	validation_0-mae:6478.75342	validation_1-mae:6670.89111
[90]	validation_0-mae:6472.82080	validation_1-mae:6667.90918
[91]	validation_0-mae:6467.43359	validation_1-mae:6665.47754
[92]	validation_0-mae:6456.05078	validation_1-mae:6657.38135
[93]	validation_0-mae:6447.46240	validation_1-mae:6651.52588
[94]	validation_0-mae:6437.68603	validation_1-mae:6643.31348
[95]	validation_0-mae:6435.23047	validation_1-mae:6641.89404
[96]	validation_0-mae:6431.10400	validation_1-mae:6638.80957
[97]	validation_0-mae:6418.24316	validation_1-mae:6631.00098
[98]	validation_0-mae:6410.45459	validation_1-mae:6624.89209
[99]	validation_0-mae:6405.28955	validation_1-mae:6623.33252
[100]	validation_0-mae:6401.71680	validation_1-mae:6621.42627
[101]	validation_0-mae:6399.94092	validation_1-mae:6621.10547
[102]	validation_0-mae:6392.55859	validation_1-mae:6616.36475
[103]	validation_0-mae:6384.29932	validation_1-mae:6610.11328
[104]	validation_0-mae:6377.84814	validation_1-mae:6608.26611
[105]	validation_0-mae:6371.44482	validation_1-mae:6602.50586
[106]	validation_0-mae:6362.95508	validation_1-mae:6599.40186
[107]	validation_0-mae:6356.93701	validation_1-mae:6594.66797
[108]	validation_0-mae:6352.52295	validation_1-mae:6590.37451
[109]	validation_0-mae:6342.65527	validation_1-mae:6581.28320
[110]	validation_0-mae:6335.30371	validation_1-mae:6576.42432
[111]	validation_0-mae:6329.98193	validation_1-mae:6573.29639
[112]	validation_0-mae:6324.59082	validation_1-mae:6569.27881
[113]	validation_0-mae:6320.44287	validation_1-mae:6566.49951
[114]	validation_0-mae:6314.83398	validation_1-mae:6562.40869
[115]	validation_0-mae:6312.71631	validation_1-mae:6561.60303
[116]	validation_0-mae:6308.39746	validation_1-mae:6558.76025
[117]	validation_0-mae:6305.24365	validation_1-mae:6556.63184
[118]	validation_0-mae:6297.88379	validation_1-mae:6552.07715
[119]	validation_0-mae:6294.43066	validation_1-mae:6548.98438
[120]	validation_0-mae:6289.51611	validation_1-mae:6547.80713
[121]	validation_0-mae:6281.76660	validation_1-mae:6542.45752
[122]	validation_0-mae:6275.97607	validation_1-mae:6539.53760
[123]	validation_0-mae:6271.05957	validation_1-mae:6537.65283
[124]	validation_0-mae:6265.32129	validation_1-mae:6534.42432
[125]	validation_0-mae:6261.10400	validation_1-mae:6531.33838
[126]	validation_0-mae:6257.47363	validation_1-mae:6528.63525
[127]	validation_0-mae:6253.08154	validation_1-mae:6525.91748
[128]	validation_0-mae:6248.58203	validation_1-mae:6523.36035
[129]	validation_0-mae:6245.63135	validation_1-mae:6521.08447
[130]	validation_0-mae:6240.76562	validation_1-mae:6517.72900
[131]	validation_0-mae:6237.21436	validation_1-mae:6516.03760
[132]	validation_0-mae:6233.65869	validation_1-mae:6514.32129
[133]	validation_0-mae:6230.45850	validation_1-mae:6512.67773
[134]	validation_0-mae:6224.56836	validation_1-mae:6507.93897
[135]	validation_0-mae:6218.87402	validation_1-mae:6504.09375
[136]	validation_0-mae:6212.05859	validation_1-mae:6499.34668
[137]	validation_0-mae:6207.91992	validation_1-mae:6497.97949
[138]	validation_0-mae:6205.42822	validation_1-mae:6497.24121
[139]	validation_0-mae:6200.94336	validation_1-mae:6493.03076
[140]	validation_0-mae:6194.64014	validation_1-mae:6487.76270
[141]	validation_0-mae:6191.76367	validation_1-mae:6486.41992
[142]	validation_0-mae:6185.34228	validation_1-mae:6481.88477
[143]	validation_0-mae:6183.54443	validation_1-mae:6481.75391
[144]	validation_0-mae:6176.98389	validation_1-mae:6478.41455
[145]	validation_0-mae:6168.25293	validation_1-mae:6472.01514
[146]	validation_0-mae:6165.57178	validation_1-mae:6470.35107
[147]	validation_0-mae:6160.03760	validation_1-mae:6467.09766
[148]	validation_0-mae:6157.53906	validation_1-mae:6465.36328
[149]	validation_0-mae:6150.30811	validation_1-mae:6461.95654
[150]	validation_0-mae:6142.74561	validation_1-mae:6456.63623
[151]	validation_0-mae:6137.28711	validation_1-mae:6454.87549
[152]	validation_0-mae:6128.95264	validation_1-mae:6449.74951
[153]	validation_0-mae:6126.26025	validation_1-mae:6449.25098
[154]	validation_0-mae:6122.29395	validation_1-mae:6446.44971
[155]	validation_0-mae:6118.36865	validation_1-mae:6444.08203
[156]	validation_0-mae:6114.53857	validation_1-mae:6441.17480
[157]	validation_0-mae:6108.21777	validation_1-mae:6436.63086
[158]	validation_0-mae:6105.54883	validation_1-mae:6435.50781
[159]	validation_0-mae:6099.84131	validation_1-mae:6432.81348
[160]	validation_0-mae:6095.89404	validation_1-mae:6431.43164
[161]	validation_0-mae:6092.86475	validation_1-mae:6429.01660
[162]	validation_0-mae:6089.91992	validation_1-mae:6428.53711
[163]	validation_0-mae:6085.71289	validation_1-mae:6425.36670
[164]	validation_0-mae:6083.28906	validation_1-mae:6424.18164
[165]	validation_0-mae:6078.72217	validation_1-mae:6422.24170
[166]	validation_0-mae:6074.67334	validation_1-mae:6419.69092
[167]	validation_0-mae:6071.50586	validation_1-mae:6419.73730
[168]	validation_0-mae:6067.78906	validation_1-mae:6419.01709
[169]	validation_0-mae:6064.06885	validation_1-mae:6416.55176
[170]	validation_0-mae:6059.04492	validation_1-mae:6413.93994
[171]	validation_0-mae:6057.18262	validation_1-mae:6413.13867
[172]	validation_0-mae:6053.48486	validation_1-mae:6412.33057
[173]	validation_0-mae:6049.92676	validation_1-mae:6410.70801
[174]	validation_0-mae:6047.41553	validation_1-mae:6409.64355
[175]	validation_0-mae:6042.29053	validation_1-mae:6407.44629
[176]	validation_0-mae:6040.30664	validation_1-mae:6407.32764
[177]	validation_0-mae:6035.27686	validation_1-mae:6404.35840
[178]	validation_0-mae:6034.56348	validation_1-mae:6403.96728
[179]	validation_0-mae:6030.64355	validation_1-mae:6404.02637
[180]	validation_0-mae:6025.69678	validation_1-mae:6400.77588
[181]	validation_0-mae:6020.14990	validation_1-mae:6397.40186
[182]	validation_0-mae:6015.31689	validation_1-mae:6395.14404
[183]	validation_0-mae:6011.48193	validation_1-mae:6392.64111
[184]	validation_0-mae:6008.41699	validation_1-mae:6390.29248
[185]	validation_0-mae:6004.72168	validation_1-mae:6389.66211
[186]	validation_0-mae:6001.33984	validation_1-mae:6386.48438
[187]	validation_0-mae:5997.64062	validation_1-mae:6384.47705
[188]	validation_0-mae:5997.20947	validation_1-mae:6384.48486
[189]	validation_0-mae:5992.85303	validation_1-mae:6383.29980
[190]	validation_0-mae:5990.45215	validation_1-mae:6382.37598
[191]	validation_0-mae:5988.16113	validation_1-mae:6381.10547
[192]	validation_0-mae:5985.22852	validation_1-mae:6380.17480
[193]	validation_0-mae:5982.94482	validation_1-mae:6379.53955
[194]	validation_0-mae:5979.64209	validation_1-mae:6379.50537
[195]	validation_0-mae:5977.93066	validation_1-mae:6378.81738
[196]	validation_0-mae:5971.95996	validation_1-mae:6374.97754
[197]	validation_0-mae:5968.36279	validation_1-mae:6374.60205
[198]	validation_0-mae:5964.90332	validation_1-mae:6374.00879
[199]	validation_0-mae:5960.12109	validation_1-mae:6370.69775
[200]	validation_0-mae:5957.28809	validation_1-mae:6369.83203
[201]	validation_0-mae:5954.86230	validation_1-mae:6368.91260
[202]	validation_0-mae:5952.72949	validation_1-mae:6368.28516
[203]	validation_0-mae:5946.99951	validation_1-mae:6363.05371
[204]	validation_0-mae:5942.69727	validation_1-mae:6361.50684
[205]	validation_0-mae:5942.27978	validation_1-mae:6361.55469
[206]	validation_0-mae:5939.54736	validation_1-mae:6359.98389
[207]	validation_0-mae:5935.70264	validation_1-mae:6358.08594
[208]	validation_0-mae:5928.86670	validation_1-mae:6355.53076
[209]	validation_0-mae:5924.19922	validation_1-mae:6352.81543
[210]	validation_0-mae:5922.38770	validation_1-mae:6352.65967
[211]	validation_0-mae:5919.59717	validation_1-mae:6350.57861
[212]	validation_0-mae:5914.38818	validation_1-mae:6347.66992
[213]	validation_0-mae:5913.28662	validation_1-mae:6347.63623
[214]	validation_0-mae:5909.92871	validation_1-mae:6345.61523
[215]	validation_0-mae:5908.40137	validation_1-mae:6344.85938
[216]	validation_0-mae:5907.19287	validation_1-mae:6344.38818
[217]	validation_0-mae:5902.20264	validation_1-mae:6341.97461
[218]	validation_0-mae:5898.18311	validation_1-mae:6340.19824
[219]	validation_0-mae:5893.24658	validation_1-mae:6338.03369
[220]	validation_0-mae:5888.18457	validation_1-mae:6335.36963
[221]	validation_0-mae:5886.96777	validation_1-mae:6335.43750
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[1506]	validation_0-mae:4038.37817	validation_1-mae:5968.75537
[1507]	validation_0-mae:4037.78296	validation_1-mae:5968.76514
[1508]	validation_0-mae:4037.19067	validation_1-mae:5968.66748
[1509]	validation_0-mae:4036.29370	validation_1-mae:5968.66260
[1510]	validation_0-mae:4035.45947	validation_1-mae:5968.73926
[1511]	validation_0-mae:4034.90552	validation_1-mae:5969.05615
[1512]	validation_0-mae:4034.43726	validation_1-mae:5969.43359
[1513]	validation_0-mae:4033.59253	validation_1-mae:5969.46826
[1514]	validation_0-mae:4032.77051	validation_1-mae:5969.27051
[1515]	validation_0-mae:4032.19678	validation_1-mae:5969.40039
[1516]	validation_0-mae:4031.07837	validation_1-mae:5969.52539
[1517]	validation_0-mae:4030.18896	validation_1-mae:5969.65869
[1518]	validation_0-mae:4029.22803	validation_1-mae:5969.32959
[1519]	validation_0-mae:4028.04834	validation_1-mae:5968.74219
[1520]	validation_0-mae:4026.94605	validation_1-mae:5969.74561
[1521]	validation_0-mae:4025.91894	validation_1-mae:5969.58789
[1522]	validation_0-mae:4024.72827	validation_1-mae:5969.65332
[1523]	validation_0-mae:4023.70019	validation_1-mae:5969.51709
[1524]	validation_0-mae:4022.57007	validation_1-mae:5969.74268
[1525]	validation_0-mae:4022.02832	validation_1-mae:5969.89062
[1526]	validation_0-mae:4021.52563	validation_1-mae:5970.15869
[1527]	validation_0-mae:4021.22485	validation_1-mae:5970.06592
[1528]	validation_0-mae:4020.14673	validation_1-mae:5970.50244
[1529]	validation_0-mae:4019.30518	validation_1-mae:5970.90674
[1530]	validation_0-mae:4019.12036	validation_1-mae:5970.91797
[1531]	validation_0-mae:4018.61426	validation_1-mae:5971.14697
[1532]	validation_0-mae:4018.02979	validation_1-mae:5971.25586
[1533]	validation_0-mae:4018.01416	validation_1-mae:5971.28857
[1534]	validation_0-mae:4017.64648	validation_1-mae:5971.22852
[1535]	validation_0-mae:4017.51562	validation_1-mae:5971.24414
[1536]	validation_0-mae:4016.67139	validation_1-mae:5970.88867
[1537]	validation_0-mae:4015.17773	validation_1-mae:5970.48877
[1538]	validation_0-mae:4014.67627	validation_1-mae:5970.61719
[1539]	validation_0-mae:4014.17139	validation_1-mae:5970.45312
[1540]	validation_0-mae:4013.29126	validation_1-mae:5970.15820
[1541]	validation_0-mae:4012.69556	validation_1-mae:5969.99805
[1542]	validation_0-mae:4011.72290	validation_1-mae:5970.17188
[1543]	validation_0-mae:4011.01221	validation_1-mae:5969.97607
[1544]	validation_0-mae:4009.98218	validation_1-mae:5970.08301
[1545]	validation_0-mae:4009.11548	validation_1-mae:5970.24658
[1546]	validation_0-mae:4008.34717	validation_1-mae:5970.31885
[1547]	validation_0-mae:4007.03101	validation_1-mae:5970.44824
[1548]	validation_0-mae:4005.94238	validation_1-mae:5970.29932
[1549]	validation_0-mae:4005.40454	validation_1-mae:5970.27100
[1550]	validation_0-mae:4004.71606	validation_1-mae:5970.42285
[1551]	validation_0-mae:4004.11938	validation_1-mae:5970.28613
[1552]	validation_0-mae:4003.80322	validation_1-mae:5970.50195
[1553]	validation_0-mae:4003.25610	validation_1-mae:5970.50879
[1554]	validation_0-mae:4002.26001	validation_1-mae:5970.41846
[1555]	validation_0-mae:4001.55249	validation_1-mae:5970.44727
[1556]	validation_0-mae:4000.21411	validation_1-mae:5970.55957
[1557]	validation_0-mae:3999.26758	validation_1-mae:5970.74219
[1558]	validation_0-mae:3998.63281	validation_1-mae:5970.91650
[1559]	validation_0-mae:3997.67895	validation_1-mae:5971.07275
[1560]	validation_0-mae:3996.83350	validation_1-mae:5970.81006
[1561]	validation_0-mae:3996.37134	validation_1-mae:5970.71094
[1562]	validation_0-mae:3995.30298	validation_1-mae:5970.30225
[1563]	validation_0-mae:3994.00049	validation_1-mae:5969.81152
[1564]	validation_0-mae:3992.21509	validation_1-mae:5969.31494
[1565]	validation_0-mae:3991.60327	validation_1-mae:5969.19238
[1566]	validation_0-mae:3990.88135	validation_1-mae:5969.16748
[1567]	validation_0-mae:3989.76465	validation_1-mae:5969.35449
[1568]	validation_0-mae:3988.77832	validation_1-mae:5969.02978
[1569]	validation_0-mae:3987.96704	validation_1-mae:5970.12402
[1570]	validation_0-mae:3987.20557	validation_1-mae:5970.74951
[1571]	validation_0-mae:3986.13525	validation_1-mae:5971.28711
[1572]	validation_0-mae:3985.33765	validation_1-mae:5971.28662
[1573]	validation_0-mae:3984.39575	validation_1-mae:5971.63623
[1574]	validation_0-mae:3984.10083	validation_1-mae:5971.40430
[1575]	validation_0-mae:3983.23779	validation_1-mae:5971.08496
[1576]	validation_0-mae:3982.69434	validation_1-mae:5971.01465
[1577]	validation_0-mae:3982.46191	validation_1-mae:5971.03027
[1578]	validation_0-mae:3981.34521	validation_1-mae:5971.38428
[1579]	validation_0-mae:3979.84009	validation_1-mae:5971.25195
[1580]	validation_0-mae:3979.23853	validation_1-mae:5971.01709
[1581]	validation_0-mae:3978.95312	validation_1-mae:5971.02686
[1582]	validation_0-mae:3978.08618	validation_1-mae:5971.04688
[1583]	validation_0-mae:3976.76929	validation_1-mae:5971.52930
[1584]	validation_0-mae:3975.88232	validation_1-mae:5971.29199
[1585]	validation_0-mae:3975.14526	validation_1-mae:5970.96875
[1586]	validation_0-mae:3974.26318	validation_1-mae:5970.55469
[1587]	validation_0-mae:3973.63745	validation_1-mae:5970.53272
[1588]	validation_0-mae:3973.10791	validation_1-mae:5970.54785
[1589]	validation_0-mae:3972.33887	validation_1-mae:5970.48291
[1590]	validation_0-mae:3971.88037	validation_1-mae:5970.52686
[1591]	validation_0-mae:3971.13599	validation_1-mae:5970.73779
[1592]	validation_0-mae:3970.53271	validation_1-mae:5970.39160
[1593]	validation_0-mae:3969.98926	validation_1-mae:5970.65674
[1594]	validation_0-mae:3968.93237	validation_1-mae:5970.63818
[1595]	validation_0-mae:3968.32837	validation_1-mae:5970.84912
[1596]	validation_0-mae:3967.65796	validation_1-mae:5970.72656
[1597]	validation_0-mae:3966.28369	validation_1-mae:5970.06738
[1598]	validation_0-mae:3965.42456	validation_1-mae:5970.15186
[1599]	validation_0-mae:3965.06274	validation_1-mae:5970.15478
[1600]	validation_0-mae:3964.52393	validation_1-mae:5969.77881
[1601]	validation_0-mae:3963.76929	validation_1-mae:5969.81738
[1602]	validation_0-mae:3962.55493	validation_1-mae:5969.79102
[1603]	validation_0-mae:3961.90649	validation_1-mae:5969.87647
[1604]	validation_0-mae:3961.13257	validation_1-mae:5970.13428
[1605]	validation_0-mae:3960.39331	validation_1-mae:5970.16016
[1606]	validation_0-mae:3959.98267	validation_1-mae:5970.43262
[1607]	validation_0-mae:3958.06763	validation_1-mae:5969.33740
[1608]	validation_0-mae:3957.06177	validation_1-mae:5969.40576
[1609]	validation_0-mae:3956.33520	validation_1-mae:5969.18164
[1610]	validation_0-mae:3955.13696	validation_1-mae:5969.15137
[1611]	validation_0-mae:3954.12476	validation_1-mae:5968.96924
[1612]	validation_0-mae:3953.05200	validation_1-mae:5969.59961
[1613]	validation_0-mae:3952.50513	validation_1-mae:5969.48682
[1614]	validation_0-mae:3951.40039	validation_1-mae:5969.04346
[1615]	validation_0-mae:3950.64600	validation_1-mae:5969.44824
[1616]	validation_0-mae:3949.64233	validation_1-mae:5969.24561
[1617]	validation_0-mae:3948.79077	validation_1-mae:5969.15527
[1618]	validation_0-mae:3947.94141	validation_1-mae:5969.45020
[1619]	validation_0-mae:3946.83276	validation_1-mae:5969.59766
[1620]	validation_0-mae:3945.89185	validation_1-mae:5969.22363
[1621]	validation_0-mae:3945.52002	validation_1-mae:5969.13965
[1622]	validation_0-mae:3944.77905	validation_1-mae:5969.00684
[1623]	validation_0-mae:3944.25903	validation_1-mae:5968.88818
[1624]	validation_0-mae:3943.56763	validation_1-mae:5968.90674
[1625]	validation_0-mae:3943.24976	validation_1-mae:5968.93262
[1626]	validation_0-mae:3942.84863	validation_1-mae:5969.01367
[1627]	validation_0-mae:3942.14111	validation_1-mae:5968.57324
[1628]	validation_0-mae:3941.87354	validation_1-mae:5968.65869
[1629]	validation_0-mae:3941.54028	validation_1-mae:5968.57861
[1630]	validation_0-mae:3941.50024	validation_1-mae:5968.57861
[1631]	validation_0-mae:3939.50098	validation_1-mae:5968.93311
[1632]	validation_0-mae:3938.48438	validation_1-mae:5969.01416
[1633]	validation_0-mae:3937.17944	validation_1-mae:5969.17529
[1634]	validation_0-mae:3936.28198	validation_1-mae:5969.36279
[1635]	validation_0-mae:3935.66113	validation_1-mae:5969.42480
[1636]	validation_0-mae:3934.82349	validation_1-mae:5969.72803
[1637]	validation_0-mae:3933.87695	validation_1-mae:5969.53711
[1638]	validation_0-mae:3933.05322	validation_1-mae:5970.02832
[1639]	validation_0-mae:3932.02246	validation_1-mae:5970.18164
[1640]	validation_0-mae:3931.29981	validation_1-mae:5970.69531
[1641]	validation_0-mae:3930.19092	validation_1-mae:5971.06103
[1642]	validation_0-mae:3929.34595	validation_1-mae:5971.09912
[1643]	validation_0-mae:3928.07446	validation_1-mae:5971.16016
[1644]	validation_0-mae:3927.06445	validation_1-mae:5971.33398
[1645]	validation_0-mae:3926.22583	validation_1-mae:5970.99170
[1646]	validation_0-mae:3925.05322	validation_1-mae:5970.66113
[1647]	validation_0-mae:3924.41431	validation_1-mae:5971.00342
[1648]	validation_0-mae:3923.88013	validation_1-mae:5971.04395
[1649]	validation_0-mae:3923.44043	validation_1-mae:5970.88721
[1650]	validation_0-mae:3922.89282	validation_1-mae:5970.98535
[1651]	validation_0-mae:3921.76367	validation_1-mae:5970.79980
[1652]	validation_0-mae:3921.28223	validation_1-mae:5970.51709
[1653]	validation_0-mae:3920.60230	validation_1-mae:5970.72998
[1654]	validation_0-mae:3919.99145	validation_1-mae:5970.65186
[1655]	validation_0-mae:3919.75366	validation_1-mae:5970.74365
[1656]	validation_0-mae:3918.95630	validation_1-mae:5970.63477
[1657]	validation_0-mae:3918.41138	validation_1-mae:5970.72998
[1658]	validation_0-mae:3917.65454	validation_1-mae:5970.99658
[1659]	validation_0-mae:3917.27368	validation_1-mae:5971.05371
[1660]	validation_0-mae:3916.22021	validation_1-mae:5971.09326
[1661]	validation_0-mae:3915.55322	validation_1-mae:5971.18994
[1662]	validation_0-mae:3914.26221	validation_1-mae:5970.94873
[1663]	validation_0-mae:3913.63110	validation_1-mae:5970.81543
[1664]	validation_0-mae:3912.96338	validation_1-mae:5970.70166
[1665]	validation_0-mae:3912.81030	validation_1-mae:5970.83887
[1666]	validation_0-mae:3912.31201	validation_1-mae:5970.96143
[1667]	validation_0-mae:3911.57617	validation_1-mae:5970.97461
[1668]	validation_0-mae:3911.02759	validation_1-mae:5970.85840
[1669]	validation_0-mae:3910.35693	validation_1-mae:5971.01855
[1670]	validation_0-mae:3909.39282	validation_1-mae:5971.07080
[1671]	validation_0-mae:3908.68359	validation_1-mae:5971.23877
[1672]	validation_0-mae:3907.67065	validation_1-mae:5971.64160
[1673]	validation_0-mae:3906.85986	validation_1-mae:5971.70801
[1674]	validation_0-mae:3906.67358	validation_1-mae:5971.65381
[1675]	validation_0-mae:3906.04736	validation_1-mae:5971.66406
[1676]	validation_0-mae:3905.49414	validation_1-mae:5971.72949
[1677]	validation_0-mae:3904.85230	validation_1-mae:5971.71484
[1678]	validation_0-mae:3904.41382	validation_1-mae:5971.74756
[1679]	validation_0-mae:3903.93799	validation_1-mae:5971.67627
[1680]	validation_0-mae:3903.20947	validation_1-mae:5971.49268
[1681]	validation_0-mae:3902.65601	validation_1-mae:5971.66797
[1682]	validation_0-mae:3901.77026	validation_1-mae:5971.24512
[1683]	validation_0-mae:3900.59595	validation_1-mae:5970.89307
[1684]	validation_0-mae:3900.13892	validation_1-mae:5971.14355
[1685]	validation_0-mae:3899.53223	validation_1-mae:5970.98877
[1686]	validation_0-mae:3898.57275	validation_1-mae:5971.23682
[1687]	validation_0-mae:3897.86255	validation_1-mae:5971.12061
[1688]	validation_0-mae:3896.81616	validation_1-mae:5971.12451
[1689]	validation_0-mae:3895.94482	validation_1-mae:5971.23486
[1690]	validation_0-mae:3894.88452	validation_1-mae:5970.91406
[1691]	validation_0-mae:3894.15527	validation_1-mae:5970.99609
[1692]	validation_0-mae:3893.68945	validation_1-mae:5971.32812
[1693]	validation_0-mae:3893.23950	validation_1-mae:5971.38623
[1694]	validation_0-mae:3892.37183	validation_1-mae:5971.09863
[1695]	validation_0-mae:3891.59253	validation_1-mae:5971.32812
[1696]	validation_0-mae:3891.31738	validation_1-mae:5971.20215
[1697]	validation_0-mae:3890.91480	validation_1-mae:5970.97754
[1698]	validation_0-mae:3890.21362	validation_1-mae:5970.79395
[1699]	validation_0-mae:3889.84229	validation_1-mae:5970.64062
Dropping: bez
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.69336	validation_1-mae:9232.30078
[15]	validation_0-mae:9084.21289	validation_1-mae:8904.87988
[16]	validation_0-mae:8802.56641	validation_1-mae:8633.47754
[17]	validation_0-mae:8567.59277	validation_1-mae:8407.86523
[18]	validation_0-mae:8374.69629	validation_1-mae:8219.55859
[19]	validation_0-mae:8212.52734	validation_1-mae:8065.69775
[20]	validation_0-mae:8070.86816	validation_1-mae:7941.07178
[21]	validation_0-mae:7947.77051	validation_1-mae:7833.37158
[22]	validation_0-mae:7848.96973	validation_1-mae:7743.56006
[23]	validation_0-mae:7765.01611	validation_1-mae:7671.81397
[24]	validation_0-mae:7681.65088	validation_1-mae:7595.96143
[25]	validation_0-mae:7609.98438	validation_1-mae:7534.91504
[26]	validation_0-mae:7554.01318	validation_1-mae:7488.10938
[27]	validation_0-mae:7495.06836	validation_1-mae:7436.52686
[28]	validation_0-mae:7440.81055	validation_1-mae:7388.60645
[29]	validation_0-mae:7394.64209	validation_1-mae:7346.41943
[30]	validation_0-mae:7348.46387	validation_1-mae:7306.87549
[31]	validation_0-mae:7318.68652	validation_1-mae:7286.94238
[32]	validation_0-mae:7288.87549	validation_1-mae:7265.68311
[33]	validation_0-mae:7252.10107	validation_1-mae:7236.77295
[34]	validation_0-mae:7223.42578	validation_1-mae:7217.07227
[35]	validation_0-mae:7200.82568	validation_1-mae:7202.29883
[36]	validation_0-mae:7178.88721	validation_1-mae:7192.43603
[37]	validation_0-mae:7153.29883	validation_1-mae:7172.57129
[38]	validation_0-mae:7137.30615	validation_1-mae:7160.18066
[39]	validation_0-mae:7111.98486	validation_1-mae:7139.56201
[40]	validation_0-mae:7096.86133	validation_1-mae:7130.91162
[41]	validation_0-mae:7079.07178	validation_1-mae:7118.34180
[42]	validation_0-mae:7052.82471	validation_1-mae:7095.95801
[43]	validation_0-mae:7036.26562	validation_1-mae:7088.20752
[44]	validation_0-mae:7014.89453	validation_1-mae:7070.86768
[45]	validation_0-mae:6993.17578	validation_1-mae:7055.20801
[46]	validation_0-mae:6978.89795	validation_1-mae:7044.56836
[47]	validation_0-mae:6965.09082	validation_1-mae:7035.16650
[48]	validation_0-mae:6951.29297	validation_1-mae:7026.39551
[49]	validation_0-mae:6932.79541	validation_1-mae:7011.33447
[50]	validation_0-mae:6917.81836	validation_1-mae:7003.41650
[51]	validation_0-mae:6902.15967	validation_1-mae:6990.26953
[52]	validation_0-mae:6886.90820	validation_1-mae:6977.49561
[53]	validation_0-mae:6867.15820	validation_1-mae:6960.88916
[54]	validation_0-mae:6854.86230	validation_1-mae:6950.55811
[55]	validation_0-mae:6840.09961	validation_1-mae:6942.28369
[56]	validation_0-mae:6825.11230	validation_1-mae:6929.78613
[57]	validation_0-mae:6807.94629	validation_1-mae:6915.89795
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[1603]	validation_0-mae:3959.00903	validation_1-mae:5999.36865
[1604]	validation_0-mae:3958.49927	validation_1-mae:5999.69434
[1605]	validation_0-mae:3957.67578	validation_1-mae:5999.87305
[1606]	validation_0-mae:3956.74463	validation_1-mae:5999.83252
[1607]	validation_0-mae:3955.49048	validation_1-mae:5999.55811
[1608]	validation_0-mae:3954.40845	validation_1-mae:5999.44971
[1609]	validation_0-mae:3953.41016	validation_1-mae:5999.67334
[1610]	validation_0-mae:3952.40918	validation_1-mae:5999.45312
[1611]	validation_0-mae:3951.51562	validation_1-mae:5999.42139
[1612]	validation_0-mae:3950.59692	validation_1-mae:5999.56738
[1613]	validation_0-mae:3950.18848	validation_1-mae:5999.74316
[1614]	validation_0-mae:3949.28589	validation_1-mae:5999.51807
[1615]	validation_0-mae:3948.47461	validation_1-mae:5999.59912
[1616]	validation_0-mae:3947.67456	validation_1-mae:5999.66895
[1617]	validation_0-mae:3946.59180	validation_1-mae:6000.13770
[1618]	validation_0-mae:3945.18066	validation_1-mae:6000.03369
[1619]	validation_0-mae:3944.02539	validation_1-mae:5999.33252
[1620]	validation_0-mae:3943.15479	validation_1-mae:5998.75293
[1621]	validation_0-mae:3941.39502	validation_1-mae:5998.41211
[1622]	validation_0-mae:3940.56372	validation_1-mae:5998.37109
[1623]	validation_0-mae:3939.24390	validation_1-mae:5998.60303
[1624]	validation_0-mae:3937.73291	validation_1-mae:5998.60791
[1625]	validation_0-mae:3937.07056	validation_1-mae:5998.61230
[1626]	validation_0-mae:3935.87402	validation_1-mae:5998.30615
[1627]	validation_0-mae:3935.15088	validation_1-mae:5998.10938
[1628]	validation_0-mae:3934.55859	validation_1-mae:5998.04541
[1629]	validation_0-mae:3933.46558	validation_1-mae:5998.40332
[1630]	validation_0-mae:3932.19849	validation_1-mae:5997.62744
[1631]	validation_0-mae:3931.51587	validation_1-mae:5997.48438
[1632]	validation_0-mae:3931.41553	validation_1-mae:5997.40088
[1633]	validation_0-mae:3930.11108	validation_1-mae:5996.85791
[1634]	validation_0-mae:3929.79224	validation_1-mae:5997.16064
[1635]	validation_0-mae:3929.24145	validation_1-mae:5997.08691
[1636]	validation_0-mae:3928.12915	validation_1-mae:5996.63232
[1637]	validation_0-mae:3927.59009	validation_1-mae:5996.66943
[1638]	validation_0-mae:3927.46655	validation_1-mae:5996.81055
[1639]	validation_0-mae:3926.92603	validation_1-mae:5996.56055
[1640]	validation_0-mae:3926.19995	validation_1-mae:5996.84473
[1641]	validation_0-mae:3926.05029	validation_1-mae:5996.89404
[1642]	validation_0-mae:3925.24829	validation_1-mae:5996.76807
[1643]	validation_0-mae:3924.61963	validation_1-mae:5996.98633
[1644]	validation_0-mae:3923.98315	validation_1-mae:5997.13184
[1645]	validation_0-mae:3923.60840	validation_1-mae:5997.36475
[1646]	validation_0-mae:3922.74683	validation_1-mae:5997.02002
[1647]	validation_0-mae:3922.40454	validation_1-mae:5996.89307
[1648]	validation_0-mae:3921.79639	validation_1-mae:5997.05322
[1649]	validation_0-mae:3921.13037	validation_1-mae:5997.06103
[1650]	validation_0-mae:3919.83887	validation_1-mae:5996.68457
[1651]	validation_0-mae:3918.53394	validation_1-mae:5996.58545
[1652]	validation_0-mae:3917.60742	validation_1-mae:5996.85303
[1653]	validation_0-mae:3916.65234	validation_1-mae:5996.43457
[1654]	validation_0-mae:3915.94263	validation_1-mae:5996.45410
[1655]	validation_0-mae:3915.04736	validation_1-mae:5996.30127
[1656]	validation_0-mae:3914.36401	validation_1-mae:5996.74902
[1657]	validation_0-mae:3913.41284	validation_1-mae:5997.35596
[1658]	validation_0-mae:3912.57178	validation_1-mae:5998.05371
[1659]	validation_0-mae:3912.01123	validation_1-mae:5997.79443
[1660]	validation_0-mae:3911.14502	validation_1-mae:5997.96094
[1661]	validation_0-mae:3910.10278	validation_1-mae:5998.28223
[1662]	validation_0-mae:3909.06763	validation_1-mae:5998.95654
[1663]	validation_0-mae:3908.68384	validation_1-mae:5999.29688
[1664]	validation_0-mae:3907.72803	validation_1-mae:5999.17188
[1665]	validation_0-mae:3906.85303	validation_1-mae:5998.79053
[1666]	validation_0-mae:3906.14356	validation_1-mae:5998.68115
[1667]	validation_0-mae:3905.61743	validation_1-mae:5998.96045
[1668]	validation_0-mae:3905.32105	validation_1-mae:5998.74756
[1669]	validation_0-mae:3905.25659	validation_1-mae:5998.72949
[1670]	validation_0-mae:3904.58765	validation_1-mae:5998.85693
[1671]	validation_0-mae:3903.76636	validation_1-mae:5999.07324
[1672]	validation_0-mae:3902.83398	validation_1-mae:5999.27344
[1673]	validation_0-mae:3901.81494	validation_1-mae:5998.93555
[1674]	validation_0-mae:3901.36816	validation_1-mae:5999.16260
[1675]	validation_0-mae:3900.92139	validation_1-mae:5999.04785
[1676]	validation_0-mae:3900.04394	validation_1-mae:5999.01416
[1677]	validation_0-mae:3899.25879	validation_1-mae:5998.91602
[1678]	validation_0-mae:3898.11231	validation_1-mae:5999.33838
[1679]	validation_0-mae:3897.59351	validation_1-mae:5999.17139
[1680]	validation_0-mae:3896.54956	validation_1-mae:5998.92383
[1681]	validation_0-mae:3895.57617	validation_1-mae:5998.74414
[1682]	validation_0-mae:3894.75952	validation_1-mae:5999.06250
[1683]	validation_0-mae:3893.69141	validation_1-mae:5999.32910
[1684]	validation_0-mae:3892.92627	validation_1-mae:5999.74170
[1685]	validation_0-mae:3892.31421	validation_1-mae:5999.90137
[1686]	validation_0-mae:3891.87109	validation_1-mae:6000.12256
[1687]	validation_0-mae:3891.53345	validation_1-mae:6000.06689
[1688]	validation_0-mae:3891.26856	validation_1-mae:5999.89941
[1689]	validation_0-mae:3890.36597	validation_1-mae:5999.91309
[1690]	validation_0-mae:3889.28906	validation_1-mae:6000.20166
[1691]	validation_0-mae:3887.96655	validation_1-mae:6000.67822
[1692]	validation_0-mae:3887.16846	validation_1-mae:6000.55225
[1693]	validation_0-mae:3885.67310	validation_1-mae:6000.29053
[1694]	validation_0-mae:3884.93433	validation_1-mae:6000.48730
[1695]	validation_0-mae:3883.97510	validation_1-mae:6000.96191
[1696]	validation_0-mae:3883.34375	validation_1-mae:6001.11328
[1697]	validation_0-mae:3882.72534	validation_1-mae:6001.35059
[1698]	validation_0-mae:3882.55566	validation_1-mae:6001.48730
[1699]	validation_0-mae:3881.98950	validation_1-mae:6001.93897
Dropping: kraj
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.69336	validation_1-mae:9232.30078
[15]	validation_0-mae:9084.21289	validation_1-mae:8904.87988
[16]	validation_0-mae:8802.56641	validation_1-mae:8633.47754
[17]	validation_0-mae:8567.59277	validation_1-mae:8407.86523
[18]	validation_0-mae:8374.69629	validation_1-mae:8219.55859
[19]	validation_0-mae:8212.52734	validation_1-mae:8065.69775
[20]	validation_0-mae:8070.86816	validation_1-mae:7941.07178
[21]	validation_0-mae:7947.77051	validation_1-mae:7833.37158
[22]	validation_0-mae:7848.96973	validation_1-mae:7743.82666
[23]	validation_0-mae:7765.01611	validation_1-mae:7672.08105
[24]	validation_0-mae:7681.65088	validation_1-mae:7596.22852
[25]	validation_0-mae:7609.98438	validation_1-mae:7535.18115
[26]	validation_0-mae:7554.01318	validation_1-mae:7488.37598
[27]	validation_0-mae:7495.06836	validation_1-mae:7436.79346
[28]	validation_0-mae:7440.81055	validation_1-mae:7389.56299
[29]	validation_0-mae:7394.64209	validation_1-mae:7347.37598
[30]	validation_0-mae:7348.46387	validation_1-mae:7307.83203
[31]	validation_0-mae:7318.68652	validation_1-mae:7287.89893
[32]	validation_0-mae:7288.87549	validation_1-mae:7266.67236
[33]	validation_0-mae:7252.10107	validation_1-mae:7237.76221
[34]	validation_0-mae:7223.42578	validation_1-mae:7218.06055
[35]	validation_0-mae:7200.82568	validation_1-mae:7203.28711
[36]	validation_0-mae:7178.88721	validation_1-mae:7193.34717
[37]	validation_0-mae:7153.29883	validation_1-mae:7173.48242
[38]	validation_0-mae:7137.30615	validation_1-mae:7161.09082
[39]	validation_0-mae:7111.98584	validation_1-mae:7140.47266
[40]	validation_0-mae:7096.86133	validation_1-mae:7131.82227
[41]	validation_0-mae:7079.07178	validation_1-mae:7119.25293
[42]	validation_0-mae:7052.82471	validation_1-mae:7096.86914
[43]	validation_0-mae:7036.26562	validation_1-mae:7089.11816
[44]	validation_0-mae:7014.89453	validation_1-mae:7071.77881
[45]	validation_0-mae:6993.17578	validation_1-mae:7056.11914
[46]	validation_0-mae:6978.89795	validation_1-mae:7045.47949
[47]	validation_0-mae:6965.09082	validation_1-mae:7036.07764
[48]	validation_0-mae:6951.29297	validation_1-mae:7027.30664
[49]	validation_0-mae:6932.79541	validation_1-mae:7012.31299
[50]	validation_0-mae:6917.81836	validation_1-mae:7004.39453
[51]	validation_0-mae:6902.15967	validation_1-mae:6991.24853
[52]	validation_0-mae:6886.90820	validation_1-mae:6978.47412
[53]	validation_0-mae:6867.15820	validation_1-mae:6961.86768
[54]	validation_0-mae:6854.86230	validation_1-mae:6951.53662
[55]	validation_0-mae:6840.09961	validation_1-mae:6943.26221
[56]	validation_0-mae:6825.11279	validation_1-mae:6930.76465
[57]	validation_0-mae:6807.94629	validation_1-mae:6916.87598
[58]	validation_0-mae:6795.17578	validation_1-mae:6904.38965
[59]	validation_0-mae:6782.38184	validation_1-mae:6893.87939
[60]	validation_0-mae:6771.49658	validation_1-mae:6890.00049
[61]	validation_0-mae:6756.58691	validation_1-mae:6878.65430
[62]	validation_0-mae:6744.56592	validation_1-mae:6872.54004
[63]	validation_0-mae:6728.40039	validation_1-mae:6859.83984
[64]	validation_0-mae:6713.49023	validation_1-mae:6848.83154
[65]	validation_0-mae:6698.53955	validation_1-mae:6835.75342
[66]	validation_0-mae:6687.31250	validation_1-mae:6829.71045
[67]	validation_0-mae:6675.29248	validation_1-mae:6823.22900
[68]	validation_0-mae:6665.49853	validation_1-mae:6815.56445
[69]	validation_0-mae:6653.53564	validation_1-mae:6808.06494
[70]	validation_0-mae:6640.72754	validation_1-mae:6799.10938
[71]	validation_0-mae:6635.40674	validation_1-mae:6794.86182
[72]	validation_0-mae:6621.98584	validation_1-mae:6784.82910
[73]	validation_0-mae:6607.61035	validation_1-mae:6773.45264
[74]	validation_0-mae:6597.49658	validation_1-mae:6766.60645
[75]	validation_0-mae:6590.22022	validation_1-mae:6762.61475
[76]	validation_0-mae:6581.27100	validation_1-mae:6756.68506
[77]	validation_0-mae:6569.26855	validation_1-mae:6750.01025
[78]	validation_0-mae:6559.72754	validation_1-mae:6741.30420
[79]	validation_0-mae:6551.50293	validation_1-mae:6736.37256
[80]	validation_0-mae:6541.22168	validation_1-mae:6728.82031
[81]	validation_0-mae:6533.10156	validation_1-mae:6722.56201
[82]	validation_0-mae:6527.26807	validation_1-mae:6717.41846
[83]	validation_0-mae:6523.35938	validation_1-mae:6714.03906
[84]	validation_0-mae:6514.74951	validation_1-mae:6708.81055
[85]	validation_0-mae:6507.39844	validation_1-mae:6704.80469
[86]	validation_0-mae:6492.97070	validation_1-mae:6694.67041
[87]	validation_0-mae:6483.33301	validation_1-mae:6688.74609
[88]	validation_0-mae:6472.90674	validation_1-mae:6681.17334
[89]	validation_0-mae:6463.83057	validation_1-mae:6675.67090
[90]	validation_0-mae:6455.56982	validation_1-mae:6668.19824
[91]	validation_0-mae:6450.07861	validation_1-mae:6663.63867
[92]	validation_0-mae:6442.81592	validation_1-mae:6659.45264
[93]	validation_0-mae:6436.28809	validation_1-mae:6657.20117
[94]	validation_0-mae:6427.84570	validation_1-mae:6651.79785
[95]	validation_0-mae:6422.53174	validation_1-mae:6648.71387
[96]	validation_0-mae:6415.29785	validation_1-mae:6647.00244
[97]	validation_0-mae:6409.88574	validation_1-mae:6644.15674
[98]	validation_0-mae:6402.50635	validation_1-mae:6638.12061
[99]	validation_0-mae:6398.11572	validation_1-mae:6634.48975
[100]	validation_0-mae:6387.92285	validation_1-mae:6627.94775
[101]	validation_0-mae:6378.53516	validation_1-mae:6619.50439
[102]	validation_0-mae:6372.71582	validation_1-mae:6614.67773
[103]	validation_0-mae:6365.57910	validation_1-mae:6610.40527
[104]	validation_0-mae:6362.89697	validation_1-mae:6607.30518
[105]	validation_0-mae:6358.30078	validation_1-mae:6604.53760
[106]	validation_0-mae:6349.75879	validation_1-mae:6599.72168
[107]	validation_0-mae:6342.88135	validation_1-mae:6596.22705
[108]	validation_0-mae:6337.48291	validation_1-mae:6591.45996
[109]	validation_0-mae:6332.44189	validation_1-mae:6588.92969
[110]	validation_0-mae:6327.18994	validation_1-mae:6586.15088
[111]	validation_0-mae:6321.47559	validation_1-mae:6581.69727
[112]	validation_0-mae:6319.17139	validation_1-mae:6581.10645
[113]	validation_0-mae:6314.71973	validation_1-mae:6577.67383
[114]	validation_0-mae:6308.55566	validation_1-mae:6574.33154
[115]	validation_0-mae:6302.73779	validation_1-mae:6571.33008
[116]	validation_0-mae:6296.51758	validation_1-mae:6567.50439
[117]	validation_0-mae:6291.31250	validation_1-mae:6565.54443
[118]	validation_0-mae:6284.71289	validation_1-mae:6561.33838
[119]	validation_0-mae:6281.56006	validation_1-mae:6559.14502
[120]	validation_0-mae:6275.80078	validation_1-mae:6556.21289
[121]	validation_0-mae:6268.49268	validation_1-mae:6553.14746
[122]	validation_0-mae:6263.15918	validation_1-mae:6549.60889
[123]	validation_0-mae:6257.98096	validation_1-mae:6548.51855
[124]	validation_0-mae:6256.21533	validation_1-mae:6546.66455
[125]	validation_0-mae:6253.22559	validation_1-mae:6545.00342
[126]	validation_0-mae:6245.06397	validation_1-mae:6538.36572
[127]	validation_0-mae:6240.99902	validation_1-mae:6535.69775
[128]	validation_0-mae:6235.84131	validation_1-mae:6532.09912
[129]	validation_0-mae:6226.47510	validation_1-mae:6525.72900
[130]	validation_0-mae:6221.87158	validation_1-mae:6522.53564
[131]	validation_0-mae:6217.50244	validation_1-mae:6520.99316
[132]	validation_0-mae:6212.37744	validation_1-mae:6518.59912
[133]	validation_0-mae:6207.22119	validation_1-mae:6515.49072
[134]	validation_0-mae:6200.14648	validation_1-mae:6511.44727
[135]	validation_0-mae:6197.49658	validation_1-mae:6510.43945
[136]	validation_0-mae:6194.69922	validation_1-mae:6508.11230
[137]	validation_0-mae:6189.74902	validation_1-mae:6504.04395
[138]	validation_0-mae:6184.59375	validation_1-mae:6502.29443
[139]	validation_0-mae:6179.84570	validation_1-mae:6499.55469
[140]	validation_0-mae:6176.47754	validation_1-mae:6498.32422
[141]	validation_0-mae:6172.94238	validation_1-mae:6496.23877
[142]	validation_0-mae:6165.55371	validation_1-mae:6490.95801
[143]	validation_0-mae:6160.83398	validation_1-mae:6486.61328
[144]	validation_0-mae:6158.36182	validation_1-mae:6484.55762
[145]	validation_0-mae:6155.64355	validation_1-mae:6483.61621
[146]	validation_0-mae:6149.36719	validation_1-mae:6481.81592
[147]	validation_0-mae:6142.83740	validation_1-mae:6476.46143
[148]	validation_0-mae:6137.33594	validation_1-mae:6473.32959
[149]	validation_0-mae:6134.44727	validation_1-mae:6471.15186
[150]	validation_0-mae:6128.16504	validation_1-mae:6467.47412
[151]	validation_0-mae:6123.15234	validation_1-mae:6464.28467
[152]	validation_0-mae:6118.33301	validation_1-mae:6462.50000
[153]	validation_0-mae:6114.02734	validation_1-mae:6460.62207
[154]	validation_0-mae:6110.86719	validation_1-mae:6459.69287
[155]	validation_0-mae:6105.95703	validation_1-mae:6458.23193
[156]	validation_0-mae:6102.88037	validation_1-mae:6457.19629
[157]	validation_0-mae:6100.65820	validation_1-mae:6455.64404
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[1699]	validation_0-mae:3892.72949	validation_1-mae:5999.73047
Dropping: polo
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.69336	validation_1-mae:9232.30078
[15]	validation_0-mae:9084.21289	validation_1-mae:8904.87988
[16]	validation_0-mae:8802.56641	validation_1-mae:8633.47754
[17]	validation_0-mae:8567.59277	validation_1-mae:8407.86523
[18]	validation_0-mae:8374.69629	validation_1-mae:8219.55859
[19]	validation_0-mae:8212.52734	validation_1-mae:8065.69775
[20]	validation_0-mae:8070.86816	validation_1-mae:7941.07178
[21]	validation_0-mae:7947.77051	validation_1-mae:7833.37158
[22]	validation_0-mae:7848.96973	validation_1-mae:7743.82617
[23]	validation_0-mae:7764.99853	validation_1-mae:7672.13184
[24]	validation_0-mae:7681.75684	validation_1-mae:7596.27686
[25]	validation_0-mae:7610.13525	validation_1-mae:7535.12647
[26]	validation_0-mae:7554.54248	validation_1-mae:7488.26807
[27]	validation_0-mae:7495.65088	validation_1-mae:7436.64990
[28]	validation_0-mae:7441.41260	validation_1-mae:7388.78955
[29]	validation_0-mae:7395.20020	validation_1-mae:7346.59912
[30]	validation_0-mae:7349.05713	validation_1-mae:7307.22559
[31]	validation_0-mae:7319.26416	validation_1-mae:7287.37500
[32]	validation_0-mae:7289.44824	validation_1-mae:7266.21484
[33]	validation_0-mae:7252.65967	validation_1-mae:7237.34717
[34]	validation_0-mae:7223.99268	validation_1-mae:7217.68457
[35]	validation_0-mae:7201.41113	validation_1-mae:7202.91406
[36]	validation_0-mae:7179.48633	validation_1-mae:7193.08203
[37]	validation_0-mae:7151.17529	validation_1-mae:7168.98193
[38]	validation_0-mae:7135.03760	validation_1-mae:7158.81982
[39]	validation_0-mae:7117.21826	validation_1-mae:7149.05371
[40]	validation_0-mae:7097.82227	validation_1-mae:7137.90820
[41]	validation_0-mae:7078.06641	validation_1-mae:7125.69727
[42]	validation_0-mae:7056.33594	validation_1-mae:7106.91406
[43]	validation_0-mae:7034.30664	validation_1-mae:7089.43164
[44]	validation_0-mae:7022.50244	validation_1-mae:7078.84863
[45]	validation_0-mae:7007.51709	validation_1-mae:7071.93848
[46]	validation_0-mae:6993.89307	validation_1-mae:7063.59766
[47]	validation_0-mae:6975.72119	validation_1-mae:7050.17773
[48]	validation_0-mae:6957.72607	validation_1-mae:7034.20898
[49]	validation_0-mae:6939.78516	validation_1-mae:7019.60840
[50]	validation_0-mae:6927.30859	validation_1-mae:7011.62451
[51]	validation_0-mae:6907.96924	validation_1-mae:6996.03418
[52]	validation_0-mae:6893.74072	validation_1-mae:6984.45703
[53]	validation_0-mae:6878.62451	validation_1-mae:6971.54688
[54]	validation_0-mae:6867.94727	validation_1-mae:6964.97461
[55]	validation_0-mae:6852.49219	validation_1-mae:6955.23828
[56]	validation_0-mae:6841.45264	validation_1-mae:6951.64014
[57]	validation_0-mae:6825.98682	validation_1-mae:6937.62500
[58]	validation_0-mae:6809.37939	validation_1-mae:6927.46826
[59]	validation_0-mae:6793.39160	validation_1-mae:6912.62988
[60]	validation_0-mae:6784.61230	validation_1-mae:6904.74463
[61]	validation_0-mae:6772.58008	validation_1-mae:6897.51562
[62]	validation_0-mae:6762.13428	validation_1-mae:6890.05469
[63]	validation_0-mae:6746.68213	validation_1-mae:6881.44531
[64]	validation_0-mae:6735.49609	validation_1-mae:6875.46924
[65]	validation_0-mae:6718.38184	validation_1-mae:6861.82471
[66]	validation_0-mae:6707.12451	validation_1-mae:6853.53223
[67]	validation_0-mae:6688.61328	validation_1-mae:6836.58789
[68]	validation_0-mae:6674.89453	validation_1-mae:6824.86035
[69]	validation_0-mae:6668.98682	validation_1-mae:6820.42725
[70]	validation_0-mae:6658.47656	validation_1-mae:6813.39551
[71]	validation_0-mae:6647.86426	validation_1-mae:6805.49219
[72]	validation_0-mae:6638.94385	validation_1-mae:6801.84375
[73]	validation_0-mae:6629.69189	validation_1-mae:6796.85059
[74]	validation_0-mae:6619.02539	validation_1-mae:6787.78955
[75]	validation_0-mae:6604.44482	validation_1-mae:6776.37988
[76]	validation_0-mae:6599.28662	validation_1-mae:6771.15527
[77]	validation_0-mae:6591.33789	validation_1-mae:6766.11035
[78]	validation_0-mae:6584.48145	validation_1-mae:6760.72168
[79]	validation_0-mae:6572.25391	validation_1-mae:6754.43897
[80]	validation_0-mae:6564.45068	validation_1-mae:6749.56103
[81]	validation_0-mae:6558.56982	validation_1-mae:6745.88232
[82]	validation_0-mae:6545.74219	validation_1-mae:6736.87305
[83]	validation_0-mae:6537.11719	validation_1-mae:6732.17773
[84]	validation_0-mae:6523.77539	validation_1-mae:6722.49072
[85]	validation_0-mae:6516.99561	validation_1-mae:6719.06494
[86]	validation_0-mae:6507.63184	validation_1-mae:6712.00977
[87]	validation_0-mae:6501.32178	validation_1-mae:6706.62305
[88]	validation_0-mae:6493.46728	validation_1-mae:6702.53272
[89]	validation_0-mae:6482.60791	validation_1-mae:6694.83838
[90]	validation_0-mae:6477.85400	validation_1-mae:6691.18359
[91]	validation_0-mae:6474.46728	validation_1-mae:6688.90430
[92]	validation_0-mae:6465.39697	validation_1-mae:6680.91602
[93]	validation_0-mae:6458.39795	validation_1-mae:6675.26807
[94]	validation_0-mae:6449.56787	validation_1-mae:6671.46826
[95]	validation_0-mae:6442.94482	validation_1-mae:6668.07275
[96]	validation_0-mae:6434.74707	validation_1-mae:6662.63867
[97]	validation_0-mae:6426.53955	validation_1-mae:6655.07764
[98]	validation_0-mae:6421.06982	validation_1-mae:6652.19385
[99]	validation_0-mae:6416.51270	validation_1-mae:6650.29248
[100]	validation_0-mae:6408.71143	validation_1-mae:6644.65381
[101]	validation_0-mae:6402.13770	validation_1-mae:6640.05273
[102]	validation_0-mae:6397.58643	validation_1-mae:6638.50098
[103]	validation_0-mae:6392.11719	validation_1-mae:6634.29541
[104]	validation_0-mae:6386.76172	validation_1-mae:6629.98535
[105]	validation_0-mae:6382.51367	validation_1-mae:6628.18311
[106]	validation_0-mae:6375.18359	validation_1-mae:6623.65137
[107]	validation_0-mae:6367.44043	validation_1-mae:6618.19580
[108]	validation_0-mae:6362.49219	validation_1-mae:6617.20508
[109]	validation_0-mae:6355.62891	validation_1-mae:6612.71338
[110]	validation_0-mae:6351.35107	validation_1-mae:6609.44873
[111]	validation_0-mae:6344.04102	validation_1-mae:6605.38916
[112]	validation_0-mae:6339.61768	validation_1-mae:6602.71533
[113]	validation_0-mae:6336.64551	validation_1-mae:6599.93066
[114]	validation_0-mae:6330.38379	validation_1-mae:6596.86523
[115]	validation_0-mae:6324.76172	validation_1-mae:6595.31836
[116]	validation_0-mae:6316.20459	validation_1-mae:6589.21582
[117]	validation_0-mae:6309.02100	validation_1-mae:6583.81885
[118]	validation_0-mae:6305.00732	validation_1-mae:6582.70898
[119]	validation_0-mae:6299.38672	validation_1-mae:6579.20508
[120]	validation_0-mae:6294.80225	validation_1-mae:6577.31836
[121]	validation_0-mae:6291.96387	validation_1-mae:6575.27588
[122]	validation_0-mae:6287.02588	validation_1-mae:6573.19189
[123]	validation_0-mae:6282.98242	validation_1-mae:6570.41211
[124]	validation_0-mae:6278.61426	validation_1-mae:6567.12207
[125]	validation_0-mae:6267.45459	validation_1-mae:6557.97168
[126]	validation_0-mae:6259.88232	validation_1-mae:6552.50244
[127]	validation_0-mae:6253.54541	validation_1-mae:6549.19482
[128]	validation_0-mae:6245.46240	validation_1-mae:6545.39600
[129]	validation_0-mae:6240.65820	validation_1-mae:6543.66113
[130]	validation_0-mae:6232.75488	validation_1-mae:6538.22217
[131]	validation_0-mae:6226.04102	validation_1-mae:6533.32812
[132]	validation_0-mae:6221.34522	validation_1-mae:6531.65772
[133]	validation_0-mae:6219.65088	validation_1-mae:6530.72656
[134]	validation_0-mae:6215.74902	validation_1-mae:6528.99023
[135]	validation_0-mae:6213.74316	validation_1-mae:6528.14893
[136]	validation_0-mae:6206.74512	validation_1-mae:6524.22852
[137]	validation_0-mae:6201.62061	validation_1-mae:6520.60400
[138]	validation_0-mae:6198.02051	validation_1-mae:6518.58203
[139]	validation_0-mae:6195.95459	validation_1-mae:6517.85156
[140]	validation_0-mae:6191.18457	validation_1-mae:6514.22461
[141]	validation_0-mae:6186.18603	validation_1-mae:6512.37451
[142]	validation_0-mae:6180.69629	validation_1-mae:6509.09717
[143]	validation_0-mae:6178.65674	validation_1-mae:6507.35303
[144]	validation_0-mae:6174.24072	validation_1-mae:6504.27246
[145]	validation_0-mae:6170.47119	validation_1-mae:6503.01123
[146]	validation_0-mae:6165.70068	validation_1-mae:6501.46094
[147]	validation_0-mae:6159.69336	validation_1-mae:6498.13721
[148]	validation_0-mae:6154.72949	validation_1-mae:6495.90430
[149]	validation_0-mae:6150.26123	validation_1-mae:6493.14844
[150]	validation_0-mae:6147.08154	validation_1-mae:6491.68213
[151]	validation_0-mae:6142.94482	validation_1-mae:6490.30176
[152]	validation_0-mae:6139.27832	validation_1-mae:6487.25293
[153]	validation_0-mae:6136.12402	validation_1-mae:6486.30420
[154]	validation_0-mae:6131.35059	validation_1-mae:6482.46777
[155]	validation_0-mae:6128.44043	validation_1-mae:6481.71777
[156]	validation_0-mae:6124.32617	validation_1-mae:6479.55322
[157]	validation_0-mae:6119.48242	validation_1-mae:6476.58789
[158]	validation_0-mae:6116.20752	validation_1-mae:6474.41602
[159]	validation_0-mae:6111.28516	validation_1-mae:6470.83057
[160]	validation_0-mae:6105.98438	validation_1-mae:6467.76709
[161]	validation_0-mae:6099.92725	validation_1-mae:6464.39355
[162]	validation_0-mae:6095.82520	validation_1-mae:6462.69092
[163]	validation_0-mae:6091.06885	validation_1-mae:6460.31982
[164]	validation_0-mae:6087.15430	validation_1-mae:6458.06055
[165]	validation_0-mae:6082.29248	validation_1-mae:6457.13672
[166]	validation_0-mae:6079.39209	validation_1-mae:6455.21728
[167]	validation_0-mae:6074.20166	validation_1-mae:6453.22949
[168]	validation_0-mae:6067.70850	validation_1-mae:6448.08252
[169]	validation_0-mae:6063.95020	validation_1-mae:6448.15186
[170]	validation_0-mae:6060.98193	validation_1-mae:6446.79932
[171]	validation_0-mae:6057.89941	validation_1-mae:6445.98193
[172]	validation_0-mae:6055.39062	validation_1-mae:6444.30908
[173]	validation_0-mae:6054.23340	validation_1-mae:6443.70117
[174]	validation_0-mae:6050.85449	validation_1-mae:6441.71240
[175]	validation_0-mae:6048.50635	validation_1-mae:6439.66113
[176]	validation_0-mae:6043.38574	validation_1-mae:6437.32324
[177]	validation_0-mae:6038.78564	validation_1-mae:6433.95166
[178]	validation_0-mae:6034.71143	validation_1-mae:6430.88916
[179]	validation_0-mae:6030.35254	validation_1-mae:6428.34326
[180]	validation_0-mae:6027.09717	validation_1-mae:6427.98730
[181]	validation_0-mae:6022.96777	validation_1-mae:6426.48145
[182]	validation_0-mae:6020.68994	validation_1-mae:6424.74072
[183]	validation_0-mae:6016.73828	validation_1-mae:6422.39307
[184]	validation_0-mae:6014.08008	validation_1-mae:6420.58447
[185]	validation_0-mae:6012.78662	validation_1-mae:6420.85205
[186]	validation_0-mae:6009.11377	validation_1-mae:6419.03418
[187]	validation_0-mae:6005.72266	validation_1-mae:6418.69971
[188]	validation_0-mae:6001.88037	validation_1-mae:6417.38672
[189]	validation_0-mae:5997.77978	validation_1-mae:6415.05615
[190]	validation_0-mae:5994.43359	validation_1-mae:6414.06055
[191]	validation_0-mae:5991.47363	validation_1-mae:6413.20947
[192]	validation_0-mae:5986.13623	validation_1-mae:6410.20264
[193]	validation_0-mae:5984.58838	validation_1-mae:6409.27978
[194]	validation_0-mae:5977.42969	validation_1-mae:6404.56592
[195]	validation_0-mae:5972.56885	validation_1-mae:6401.25000
[196]	validation_0-mae:5970.86426	validation_1-mae:6400.24805
[197]	validation_0-mae:5964.76172	validation_1-mae:6396.46143
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[201]	validation_0-mae:5952.70898	validation_1-mae:6389.26953
[202]	validation_0-mae:5948.69189	validation_1-mae:6387.21338
[203]	validation_0-mae:5941.73438	validation_1-mae:6382.20166
[204]	validation_0-mae:5938.10352	validation_1-mae:6379.80664
[205]	validation_0-mae:5935.39795	validation_1-mae:6378.26611
[206]	validation_0-mae:5933.27490	validation_1-mae:6378.60547
[207]	validation_0-mae:5931.15039	validation_1-mae:6378.19727
[208]	validation_0-mae:5930.20605	validation_1-mae:6377.80078
[209]	validation_0-mae:5929.03418	validation_1-mae:6377.80615
[210]	validation_0-mae:5926.50488	validation_1-mae:6376.81982
[211]	validation_0-mae:5924.14795	validation_1-mae:6375.78955
[212]	validation_0-mae:5920.89404	validation_1-mae:6374.02783
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[214]	validation_0-mae:5914.52441	validation_1-mae:6371.68066
[215]	validation_0-mae:5913.53613	validation_1-mae:6371.27588
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[218]	validation_0-mae:5905.22314	validation_1-mae:6368.91797
[219]	validation_0-mae:5900.92480	validation_1-mae:6366.42529
[220]	validation_0-mae:5897.54932	validation_1-mae:6365.02881
[221]	validation_0-mae:5893.00195	validation_1-mae:6362.79590
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[254]	validation_0-mae:5807.38574	validation_1-mae:6325.54590
[255]	validation_0-mae:5804.81397	validation_1-mae:6324.92480
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[1541]	validation_0-mae:4009.26782	validation_1-mae:6019.58057
[1542]	validation_0-mae:4008.14868	validation_1-mae:6019.59326
[1543]	validation_0-mae:4007.39014	validation_1-mae:6019.67578
[1544]	validation_0-mae:4007.01074	validation_1-mae:6019.55566
[1545]	validation_0-mae:4006.29443	validation_1-mae:6019.42285
[1546]	validation_0-mae:4005.54004	validation_1-mae:6019.24951
[1547]	validation_0-mae:4005.01172	validation_1-mae:6019.43799
[1548]	validation_0-mae:4004.36914	validation_1-mae:6019.29834
[1549]	validation_0-mae:4003.49658	validation_1-mae:6019.54590
[1550]	validation_0-mae:4002.43091	validation_1-mae:6019.61621
[1551]	validation_0-mae:4001.88574	validation_1-mae:6019.65967
[1552]	validation_0-mae:4000.95508	validation_1-mae:6019.18652
[1553]	validation_0-mae:4000.20337	validation_1-mae:6018.82080
[1554]	validation_0-mae:3999.48022	validation_1-mae:6019.00537
[1555]	validation_0-mae:3998.86523	validation_1-mae:6018.98242
[1556]	validation_0-mae:3998.09521	validation_1-mae:6018.70557
[1557]	validation_0-mae:3997.19702	validation_1-mae:6019.11035
[1558]	validation_0-mae:3996.40015	validation_1-mae:6018.98975
[1559]	validation_0-mae:3994.65405	validation_1-mae:6019.12891
[1560]	validation_0-mae:3993.14356	validation_1-mae:6019.01318
[1561]	validation_0-mae:3992.18237	validation_1-mae:6018.53076
[1562]	validation_0-mae:3991.63184	validation_1-mae:6018.54102
[1563]	validation_0-mae:3990.98169	validation_1-mae:6018.37402
[1564]	validation_0-mae:3990.56812	validation_1-mae:6018.85938
[1565]	validation_0-mae:3989.00903	validation_1-mae:6019.41309
[1566]	validation_0-mae:3988.57715	validation_1-mae:6019.05322
[1567]	validation_0-mae:3987.51099	validation_1-mae:6019.19824
[1568]	validation_0-mae:3986.39331	validation_1-mae:6019.44189
[1569]	validation_0-mae:3985.31323	validation_1-mae:6019.68213
[1570]	validation_0-mae:3984.10205	validation_1-mae:6019.62402
[1571]	validation_0-mae:3983.68506	validation_1-mae:6019.21875
[1572]	validation_0-mae:3982.66260	validation_1-mae:6019.36768
[1573]	validation_0-mae:3981.61768	validation_1-mae:6019.12109
[1574]	validation_0-mae:3981.26440	validation_1-mae:6019.21924
[1575]	validation_0-mae:3980.79639	validation_1-mae:6019.31592
[1576]	validation_0-mae:3979.74390	validation_1-mae:6019.56348
[1577]	validation_0-mae:3978.68555	validation_1-mae:6020.25391
[1578]	validation_0-mae:3978.34766	validation_1-mae:6020.40332
[1579]	validation_0-mae:3977.49780	validation_1-mae:6020.73145
[1580]	validation_0-mae:3976.67481	validation_1-mae:6020.31201
[1581]	validation_0-mae:3976.11182	validation_1-mae:6020.25830
[1582]	validation_0-mae:3975.48364	validation_1-mae:6020.30273
[1583]	validation_0-mae:3975.09790	validation_1-mae:6020.20557
[1584]	validation_0-mae:3974.00635	validation_1-mae:6020.66650
[1585]	validation_0-mae:3973.39770	validation_1-mae:6020.70947
[1586]	validation_0-mae:3972.74658	validation_1-mae:6020.78662
[1587]	validation_0-mae:3971.69849	validation_1-mae:6020.85596
[1588]	validation_0-mae:3970.95630	validation_1-mae:6020.65381
[1589]	validation_0-mae:3969.12695	validation_1-mae:6019.56055
[1590]	validation_0-mae:3968.55395	validation_1-mae:6019.48926
[1591]	validation_0-mae:3967.49561	validation_1-mae:6019.47998
[1592]	validation_0-mae:3966.94556	validation_1-mae:6019.45557
[1593]	validation_0-mae:3966.31616	validation_1-mae:6019.30469
[1594]	validation_0-mae:3965.18872	validation_1-mae:6019.21631
[1595]	validation_0-mae:3964.17773	validation_1-mae:6019.23535
[1596]	validation_0-mae:3963.08911	validation_1-mae:6020.14990
[1597]	validation_0-mae:3962.06030	validation_1-mae:6020.85889
[1598]	validation_0-mae:3961.30786	validation_1-mae:6020.72559
[1599]	validation_0-mae:3960.84839	validation_1-mae:6020.94727
[1600]	validation_0-mae:3960.32690	validation_1-mae:6020.82910
[1601]	validation_0-mae:3959.52954	validation_1-mae:6021.82080
[1602]	validation_0-mae:3958.28296	validation_1-mae:6021.56494
[1603]	validation_0-mae:3957.57617	validation_1-mae:6021.73535
[1604]	validation_0-mae:3957.00952	validation_1-mae:6021.53955
[1605]	validation_0-mae:3955.96436	validation_1-mae:6021.43994
[1606]	validation_0-mae:3955.02734	validation_1-mae:6020.90430
[1607]	validation_0-mae:3953.73022	validation_1-mae:6020.41455
[1608]	validation_0-mae:3953.23389	validation_1-mae:6020.19629
[1609]	validation_0-mae:3952.43726	validation_1-mae:6020.12891
[1610]	validation_0-mae:3951.91235	validation_1-mae:6020.19629
[1611]	validation_0-mae:3950.94287	validation_1-mae:6020.30957
[1612]	validation_0-mae:3950.55347	validation_1-mae:6020.27978
[1613]	validation_0-mae:3949.77344	validation_1-mae:6020.02393
[1614]	validation_0-mae:3948.57300	validation_1-mae:6019.59473
[1615]	validation_0-mae:3947.67969	validation_1-mae:6019.37109
[1616]	validation_0-mae:3947.05371	validation_1-mae:6019.42041
[1617]	validation_0-mae:3946.35107	validation_1-mae:6019.38037
[1618]	validation_0-mae:3945.89356	validation_1-mae:6019.47998
[1619]	validation_0-mae:3945.44165	validation_1-mae:6019.47607
[1620]	validation_0-mae:3944.93237	validation_1-mae:6019.74609
[1621]	validation_0-mae:3944.03345	validation_1-mae:6020.14160
[1622]	validation_0-mae:3942.67895	validation_1-mae:6019.97852
[1623]	validation_0-mae:3942.03589	validation_1-mae:6020.14258
[1624]	validation_0-mae:3941.34546	validation_1-mae:6019.94922
[1625]	validation_0-mae:3940.97021	validation_1-mae:6019.76709
[1626]	validation_0-mae:3940.14014	validation_1-mae:6020.04346
[1627]	validation_0-mae:3939.83618	validation_1-mae:6020.14453
[1628]	validation_0-mae:3939.14648	validation_1-mae:6020.01025
[1629]	validation_0-mae:3938.47388	validation_1-mae:6019.91943
[1630]	validation_0-mae:3938.16626	validation_1-mae:6020.19971
[1631]	validation_0-mae:3937.57202	validation_1-mae:6020.11230
[1632]	validation_0-mae:3936.97876	validation_1-mae:6020.16602
[1633]	validation_0-mae:3935.87646	validation_1-mae:6020.24658
[1634]	validation_0-mae:3935.05981	validation_1-mae:6020.11035
[1635]	validation_0-mae:3934.32153	validation_1-mae:6020.07227
[1636]	validation_0-mae:3933.76392	validation_1-mae:6020.00147
[1637]	validation_0-mae:3933.35400	validation_1-mae:6020.35889
[1638]	validation_0-mae:3932.41138	validation_1-mae:6020.65967
[1639]	validation_0-mae:3931.59302	validation_1-mae:6020.74365
[1640]	validation_0-mae:3930.90454	validation_1-mae:6020.96191
[1641]	validation_0-mae:3930.32422	validation_1-mae:6020.65918
[1642]	validation_0-mae:3929.44189	validation_1-mae:6020.91846
[1643]	validation_0-mae:3928.82544	validation_1-mae:6021.10547
[1644]	validation_0-mae:3927.90967	validation_1-mae:6021.40576
[1645]	validation_0-mae:3926.88281	validation_1-mae:6021.73975
[1646]	validation_0-mae:3926.09326	validation_1-mae:6021.32910
[1647]	validation_0-mae:3925.03442	validation_1-mae:6021.18018
[1648]	validation_0-mae:3924.39941	validation_1-mae:6021.11768
[1649]	validation_0-mae:3923.25244	validation_1-mae:6020.70752
[1650]	validation_0-mae:3922.21387	validation_1-mae:6020.86084
[1651]	validation_0-mae:3921.32544	validation_1-mae:6021.09228
[1652]	validation_0-mae:3920.59009	validation_1-mae:6021.16943
[1653]	validation_0-mae:3918.73975	validation_1-mae:6021.33252
[1654]	validation_0-mae:3918.14404	validation_1-mae:6021.36914
[1655]	validation_0-mae:3917.36768	validation_1-mae:6021.70312
[1656]	validation_0-mae:3916.63745	validation_1-mae:6022.11475
[1657]	validation_0-mae:3915.36353	validation_1-mae:6021.88818
[1658]	validation_0-mae:3914.85083	validation_1-mae:6022.17773
[1659]	validation_0-mae:3914.01025	validation_1-mae:6021.98926
[1660]	validation_0-mae:3913.53662	validation_1-mae:6021.84912
[1661]	validation_0-mae:3912.72607	validation_1-mae:6021.72852
[1662]	validation_0-mae:3911.55811	validation_1-mae:6021.97852
[1663]	validation_0-mae:3910.64600	validation_1-mae:6021.81201
[1664]	validation_0-mae:3910.08032	validation_1-mae:6022.07275
[1665]	validation_0-mae:3909.44482	validation_1-mae:6022.36670
[1666]	validation_0-mae:3908.60644	validation_1-mae:6022.59570
[1667]	validation_0-mae:3908.16138	validation_1-mae:6022.57471
[1668]	validation_0-mae:3907.59717	validation_1-mae:6022.62451
[1669]	validation_0-mae:3906.87964	validation_1-mae:6022.68603
[1670]	validation_0-mae:3905.94800	validation_1-mae:6022.86328
[1671]	validation_0-mae:3905.31323	validation_1-mae:6022.95557
[1672]	validation_0-mae:3904.77563	validation_1-mae:6023.02783
[1673]	validation_0-mae:3904.57105	validation_1-mae:6023.05615
[1674]	validation_0-mae:3904.16504	validation_1-mae:6023.23096
[1675]	validation_0-mae:3903.47681	validation_1-mae:6023.72363
[1676]	validation_0-mae:3902.04492	validation_1-mae:6023.26758
[1677]	validation_0-mae:3900.61865	validation_1-mae:6022.74170
[1678]	validation_0-mae:3899.44189	validation_1-mae:6022.62598
[1679]	validation_0-mae:3898.58398	validation_1-mae:6023.26660
[1680]	validation_0-mae:3897.59277	validation_1-mae:6023.12256
[1681]	validation_0-mae:3896.71997	validation_1-mae:6023.17725
[1682]	validation_0-mae:3895.94116	validation_1-mae:6023.18066
[1683]	validation_0-mae:3895.18262	validation_1-mae:6023.28760
[1684]	validation_0-mae:3893.92920	validation_1-mae:6023.49414
[1685]	validation_0-mae:3893.31421	validation_1-mae:6023.75537
[1686]	validation_0-mae:3892.59863	validation_1-mae:6023.32959
[1687]	validation_0-mae:3891.50659	validation_1-mae:6023.62891
[1688]	validation_0-mae:3890.57007	validation_1-mae:6023.84228
[1689]	validation_0-mae:3889.99316	validation_1-mae:6023.79736
[1690]	validation_0-mae:3889.16089	validation_1-mae:6023.67090
[1691]	validation_0-mae:3888.67529	validation_1-mae:6023.53955
[1692]	validation_0-mae:3887.16089	validation_1-mae:6023.50195
[1693]	validation_0-mae:3886.23340	validation_1-mae:6023.52637
[1694]	validation_0-mae:3885.98828	validation_1-mae:6023.51221
[1695]	validation_0-mae:3884.58740	validation_1-mae:6023.47022
[1696]	validation_0-mae:3883.64453	validation_1-mae:6023.47754
[1697]	validation_0-mae:3883.05640	validation_1-mae:6023.46289
[1698]	validation_0-mae:3880.85742	validation_1-mae:6023.91748
[1699]	validation_0-mae:3880.05615	validation_1-mae:6024.43262
Dropping: wers
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.69336	validation_1-mae:9232.30078
[15]	validation_0-mae:9084.21289	validation_1-mae:8904.87988
[16]	validation_0-mae:8802.56641	validation_1-mae:8633.47754
[17]	validation_0-mae:8567.59277	validation_1-mae:8407.86523
[18]	validation_0-mae:8374.69629	validation_1-mae:8219.55762
[19]	validation_0-mae:8212.52734	validation_1-mae:8065.69775
[20]	validation_0-mae:8070.86719	validation_1-mae:7941.07178
[21]	validation_0-mae:7947.77051	validation_1-mae:7833.37158
[22]	validation_0-mae:7849.09668	validation_1-mae:7743.82471
[23]	validation_0-mae:7765.13428	validation_1-mae:7672.24902
[24]	validation_0-mae:7681.85889	validation_1-mae:7596.39209
[25]	validation_0-mae:7610.23633	validation_1-mae:7535.25977
[26]	validation_0-mae:7554.63428	validation_1-mae:7488.39111
[27]	validation_0-mae:7495.78711	validation_1-mae:7436.64551
[28]	validation_0-mae:7441.54932	validation_1-mae:7388.79346
[29]	validation_0-mae:7395.34131	validation_1-mae:7346.60693
[30]	validation_0-mae:7349.20068	validation_1-mae:7307.25147
[31]	validation_0-mae:7319.40527	validation_1-mae:7287.39893
[32]	validation_0-mae:7289.57812	validation_1-mae:7266.23438
[33]	validation_0-mae:7252.77490	validation_1-mae:7237.36670
[34]	validation_0-mae:7224.10498	validation_1-mae:7217.70605
[35]	validation_0-mae:7201.51953	validation_1-mae:7202.95752
[36]	validation_0-mae:7179.70117	validation_1-mae:7192.77588
[37]	validation_0-mae:7151.38184	validation_1-mae:7168.54199
[38]	validation_0-mae:7135.16455	validation_1-mae:7158.59961
[39]	validation_0-mae:7117.34326	validation_1-mae:7148.83447
[40]	validation_0-mae:7097.95410	validation_1-mae:7137.67334
[41]	validation_0-mae:7078.20361	validation_1-mae:7125.44971
[42]	validation_0-mae:7056.48877	validation_1-mae:7106.66748
[43]	validation_0-mae:7034.45654	validation_1-mae:7088.90039
[44]	validation_0-mae:7022.65039	validation_1-mae:7078.31738
[45]	validation_0-mae:7007.58887	validation_1-mae:7071.62305
[46]	validation_0-mae:6985.65039	validation_1-mae:7056.96777
[47]	validation_0-mae:6974.83496	validation_1-mae:7051.34668
[48]	validation_0-mae:6955.41455	validation_1-mae:7036.36768
[49]	validation_0-mae:6938.90234	validation_1-mae:7025.85986
[50]	validation_0-mae:6921.91357	validation_1-mae:7013.68750
[51]	validation_0-mae:6904.82373	validation_1-mae:7003.40039
[52]	validation_0-mae:6895.55225	validation_1-mae:6997.16895
[53]	validation_0-mae:6874.67188	validation_1-mae:6978.99902
[54]	validation_0-mae:6858.08008	validation_1-mae:6964.43457
[55]	validation_0-mae:6847.78125	validation_1-mae:6958.14941
[56]	validation_0-mae:6835.54883	validation_1-mae:6948.77246
[57]	validation_0-mae:6822.20166	validation_1-mae:6939.93994
[58]	validation_0-mae:6800.41016	validation_1-mae:6923.22266
[59]	validation_0-mae:6786.74707	validation_1-mae:6913.64014
[60]	validation_0-mae:6776.06641	validation_1-mae:6905.22754
[61]	validation_0-mae:6766.57227	validation_1-mae:6897.98047
[62]	validation_0-mae:6752.09668	validation_1-mae:6884.32812
[63]	validation_0-mae:6741.47754	validation_1-mae:6878.08447
[64]	validation_0-mae:6724.63477	validation_1-mae:6864.08350
[65]	validation_0-mae:6710.59961	validation_1-mae:6851.23145
[66]	validation_0-mae:6698.59277	validation_1-mae:6840.64502
[67]	validation_0-mae:6682.68701	validation_1-mae:6830.17529
[68]	validation_0-mae:6669.27637	validation_1-mae:6820.74902
[69]	validation_0-mae:6662.05762	validation_1-mae:6813.92822
[70]	validation_0-mae:6652.92725	validation_1-mae:6810.66064
[71]	validation_0-mae:6640.27978	validation_1-mae:6800.61035
[72]	validation_0-mae:6630.24805	validation_1-mae:6793.21924
[73]	validation_0-mae:6620.95166	validation_1-mae:6788.46289
[74]	validation_0-mae:6613.39160	validation_1-mae:6782.85986
[75]	validation_0-mae:6604.54346	validation_1-mae:6779.14990
[76]	validation_0-mae:6596.10107	validation_1-mae:6771.27051
[77]	validation_0-mae:6583.87207	validation_1-mae:6763.48682
[78]	validation_0-mae:6572.56885	validation_1-mae:6754.69287
[79]	validation_0-mae:6563.47022	validation_1-mae:6746.88037
[80]	validation_0-mae:6556.08105	validation_1-mae:6743.56885
[81]	validation_0-mae:6546.00391	validation_1-mae:6735.55225
[82]	validation_0-mae:6535.81641	validation_1-mae:6727.02539
[83]	validation_0-mae:6522.48486	validation_1-mae:6717.14648
[84]	validation_0-mae:6516.69482	validation_1-mae:6713.45996
[85]	validation_0-mae:6504.70557	validation_1-mae:6703.51709
[86]	validation_0-mae:6494.35742	validation_1-mae:6697.09326
[87]	validation_0-mae:6485.75977	validation_1-mae:6695.50391
[88]	validation_0-mae:6476.19922	validation_1-mae:6688.49463
[89]	validation_0-mae:6473.69287	validation_1-mae:6687.17822
[90]	validation_0-mae:6466.90576	validation_1-mae:6681.21143
[91]	validation_0-mae:6457.48145	validation_1-mae:6673.49609
[92]	validation_0-mae:6451.76367	validation_1-mae:6671.87939
[93]	validation_0-mae:6447.23682	validation_1-mae:6669.89062
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[1635]	validation_0-mae:3910.10376	validation_1-mae:6006.49512
[1636]	validation_0-mae:3908.90088	validation_1-mae:6006.19873
[1637]	validation_0-mae:3908.19116	validation_1-mae:6006.21728
[1638]	validation_0-mae:3907.38916	validation_1-mae:6006.59424
[1639]	validation_0-mae:3906.48389	validation_1-mae:6006.54834
[1640]	validation_0-mae:3905.87964	validation_1-mae:6006.61768
[1641]	validation_0-mae:3904.67236	validation_1-mae:6006.67285
[1642]	validation_0-mae:3903.74170	validation_1-mae:6006.75244
[1643]	validation_0-mae:3903.18091	validation_1-mae:6006.65039
[1644]	validation_0-mae:3902.57886	validation_1-mae:6006.73779
[1645]	validation_0-mae:3901.79272	validation_1-mae:6006.75732
[1646]	validation_0-mae:3901.19580	validation_1-mae:6006.60791
[1647]	validation_0-mae:3900.64478	validation_1-mae:6006.70508
[1648]	validation_0-mae:3899.95825	validation_1-mae:6006.38867
[1649]	validation_0-mae:3899.72412	validation_1-mae:6006.22852
[1650]	validation_0-mae:3899.29663	validation_1-mae:6006.05762
[1651]	validation_0-mae:3898.10400	validation_1-mae:6006.12305
[1652]	validation_0-mae:3897.12598	validation_1-mae:6005.78760
[1653]	validation_0-mae:3896.38721	validation_1-mae:6005.68311
[1654]	validation_0-mae:3896.17432	validation_1-mae:6005.63037
[1655]	validation_0-mae:3895.89819	validation_1-mae:6005.60938
[1656]	validation_0-mae:3895.75781	validation_1-mae:6005.52344
[1657]	validation_0-mae:3895.24756	validation_1-mae:6005.28955
[1658]	validation_0-mae:3894.30884	validation_1-mae:6005.31152
[1659]	validation_0-mae:3893.98267	validation_1-mae:6005.71484
[1660]	validation_0-mae:3893.42651	validation_1-mae:6006.09766
[1661]	validation_0-mae:3892.08887	validation_1-mae:6005.91357
[1662]	validation_0-mae:3891.30908	validation_1-mae:6005.84619
[1663]	validation_0-mae:3890.67481	validation_1-mae:6006.21387
[1664]	validation_0-mae:3889.83936	validation_1-mae:6006.24805
[1665]	validation_0-mae:3889.25855	validation_1-mae:6006.33301
[1666]	validation_0-mae:3889.21265	validation_1-mae:6006.32861
[1667]	validation_0-mae:3888.70850	validation_1-mae:6006.26172
[1668]	validation_0-mae:3887.58594	validation_1-mae:6006.59522
[1669]	validation_0-mae:3886.99927	validation_1-mae:6006.45996
[1670]	validation_0-mae:3885.95435	validation_1-mae:6006.26465
[1671]	validation_0-mae:3885.34424	validation_1-mae:6006.23926
[1672]	validation_0-mae:3884.49292	validation_1-mae:6006.44629
[1673]	validation_0-mae:3883.92993	validation_1-mae:6006.69531
[1674]	validation_0-mae:3883.38843	validation_1-mae:6006.73340
[1675]	validation_0-mae:3883.28857	validation_1-mae:6006.69971
[1676]	validation_0-mae:3882.65723	validation_1-mae:6006.87305
[1677]	validation_0-mae:3882.05884	validation_1-mae:6006.59424
[1678]	validation_0-mae:3881.97461	validation_1-mae:6006.61670
[1679]	validation_0-mae:3881.58716	validation_1-mae:6006.59814
[1680]	validation_0-mae:3880.70337	validation_1-mae:6006.73682
[1681]	validation_0-mae:3879.54956	validation_1-mae:6006.48730
[1682]	validation_0-mae:3878.98926	validation_1-mae:6006.52344
[1683]	validation_0-mae:3878.83984	validation_1-mae:6006.61768
[1684]	validation_0-mae:3878.39526	validation_1-mae:6006.58203
[1685]	validation_0-mae:3877.88428	validation_1-mae:6006.82520
[1686]	validation_0-mae:3877.25122	validation_1-mae:6006.91406
[1687]	validation_0-mae:3876.78296	validation_1-mae:6006.95557
[1688]	validation_0-mae:3876.10938	validation_1-mae:6007.11328
[1689]	validation_0-mae:3875.27270	validation_1-mae:6007.07715
[1690]	validation_0-mae:3874.33960	validation_1-mae:6006.64258
[1691]	validation_0-mae:3873.32861	validation_1-mae:6006.55908
[1692]	validation_0-mae:3872.08081	validation_1-mae:6006.46728
[1693]	validation_0-mae:3871.48169	validation_1-mae:6006.67969
[1694]	validation_0-mae:3870.91870	validation_1-mae:6006.62891
[1695]	validation_0-mae:3870.14356	validation_1-mae:6006.73877
[1696]	validation_0-mae:3869.60693	validation_1-mae:6007.09180
[1697]	validation_0-mae:3869.29565	validation_1-mae:6007.22852
[1698]	validation_0-mae:3867.83228	validation_1-mae:6006.58301
[1699]	validation_0-mae:3866.76172	validation_1-mae:6006.88525
Dropping: fab
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.69336	validation_1-mae:9232.30078
[15]	validation_0-mae:9084.21289	validation_1-mae:8904.87988
[16]	validation_0-mae:8802.56641	validation_1-mae:8633.47754
[17]	validation_0-mae:8567.59277	validation_1-mae:8407.86523
[18]	validation_0-mae:8374.69629	validation_1-mae:8219.55859
[19]	validation_0-mae:8212.52734	validation_1-mae:8065.69775
[20]	validation_0-mae:8070.86719	validation_1-mae:7941.07178
[21]	validation_0-mae:7947.77051	validation_1-mae:7833.37158
[22]	validation_0-mae:7849.09668	validation_1-mae:7743.82471
[23]	validation_0-mae:7765.13428	validation_1-mae:7672.24902
[24]	validation_0-mae:7681.85889	validation_1-mae:7596.39209
[25]	validation_0-mae:7610.23633	validation_1-mae:7535.25977
[26]	validation_0-mae:7554.63428	validation_1-mae:7488.39111
[27]	validation_0-mae:7495.78711	validation_1-mae:7436.64551
[28]	validation_0-mae:7441.54932	validation_1-mae:7388.79346
[29]	validation_0-mae:7395.34131	validation_1-mae:7346.60693
[30]	validation_0-mae:7349.20068	validation_1-mae:7307.25147
[31]	validation_0-mae:7319.40527	validation_1-mae:7287.39893
[32]	validation_0-mae:7289.57812	validation_1-mae:7266.23438
[33]	validation_0-mae:7252.77490	validation_1-mae:7237.36670
[34]	validation_0-mae:7224.10498	validation_1-mae:7217.70605
[35]	validation_0-mae:7201.51953	validation_1-mae:7202.95801
[36]	validation_0-mae:7179.70117	validation_1-mae:7192.69873
[37]	validation_0-mae:7151.38184	validation_1-mae:7168.58691
[38]	validation_0-mae:7135.16455	validation_1-mae:7158.64453
[39]	validation_0-mae:7117.34326	validation_1-mae:7148.87939
[40]	validation_0-mae:7097.95410	validation_1-mae:7137.71826
[41]	validation_0-mae:7078.20361	validation_1-mae:7125.49463
[42]	validation_0-mae:7056.48877	validation_1-mae:7106.71240
[43]	validation_0-mae:7034.45654	validation_1-mae:7089.22900
[44]	validation_0-mae:7022.65039	validation_1-mae:7078.64551
[45]	validation_0-mae:7007.58887	validation_1-mae:7071.95117
[46]	validation_0-mae:6985.65039	validation_1-mae:7057.29590
[47]	validation_0-mae:6974.83496	validation_1-mae:7051.55078
[48]	validation_0-mae:6955.41455	validation_1-mae:7036.85059
[49]	validation_0-mae:6938.90234	validation_1-mae:7026.34326
[50]	validation_0-mae:6921.91357	validation_1-mae:7014.17041
[51]	validation_0-mae:6904.82373	validation_1-mae:7003.88281
[52]	validation_0-mae:6895.55225	validation_1-mae:6997.65186
[53]	validation_0-mae:6874.67188	validation_1-mae:6979.48145
[54]	validation_0-mae:6858.08008	validation_1-mae:6964.91797
[55]	validation_0-mae:6847.69678	validation_1-mae:6958.73486
[56]	validation_0-mae:6835.46338	validation_1-mae:6949.35645
[57]	validation_0-mae:6822.11670	validation_1-mae:6940.52393
[58]	validation_0-mae:6800.59277	validation_1-mae:6924.27100
[59]	validation_0-mae:6787.08105	validation_1-mae:6914.66650
[60]	validation_0-mae:6777.77197	validation_1-mae:6906.99219
[61]	validation_0-mae:6763.11328	validation_1-mae:6893.19238
[62]	validation_0-mae:6753.46875	validation_1-mae:6886.81445
[63]	validation_0-mae:6742.63379	validation_1-mae:6880.45947
[64]	validation_0-mae:6722.04199	validation_1-mae:6861.85791
[65]	validation_0-mae:6709.59961	validation_1-mae:6851.27246
[66]	validation_0-mae:6700.49365	validation_1-mae:6844.27393
[67]	validation_0-mae:6691.65918	validation_1-mae:6839.62744
[68]	validation_0-mae:6683.47754	validation_1-mae:6835.96875
[69]	validation_0-mae:6672.99121	validation_1-mae:6832.64209
[70]	validation_0-mae:6661.38135	validation_1-mae:6822.76221
[71]	validation_0-mae:6648.10938	validation_1-mae:6811.27002
[72]	validation_0-mae:6637.31103	validation_1-mae:6805.24414
[73]	validation_0-mae:6627.10059	validation_1-mae:6796.67285
[74]	validation_0-mae:6619.19580	validation_1-mae:6792.11670
[75]	validation_0-mae:6607.68652	validation_1-mae:6782.72217
[76]	validation_0-mae:6600.18311	validation_1-mae:6776.77832
[77]	validation_0-mae:6592.56787	validation_1-mae:6773.17725
[78]	validation_0-mae:6584.25537	validation_1-mae:6766.35205
[79]	validation_0-mae:6573.26660	validation_1-mae:6759.30127
[80]	validation_0-mae:6564.71728	validation_1-mae:6753.44287
[81]	validation_0-mae:6555.36523	validation_1-mae:6744.88184
[82]	validation_0-mae:6540.65869	validation_1-mae:6732.86670
[83]	validation_0-mae:6531.58008	validation_1-mae:6726.10547
[84]	validation_0-mae:6522.48584	validation_1-mae:6718.87891
[85]	validation_0-mae:6514.21826	validation_1-mae:6714.20312
[86]	validation_0-mae:6505.44922	validation_1-mae:6711.90039
[87]	validation_0-mae:6498.80713	validation_1-mae:6705.64551
[88]	validation_0-mae:6494.00000	validation_1-mae:6704.13965
[89]	validation_0-mae:6486.80078	validation_1-mae:6699.89014
[90]	validation_0-mae:6479.32568	validation_1-mae:6694.00488
[91]	validation_0-mae:6473.55029	validation_1-mae:6690.99609
[92]	validation_0-mae:6465.42432	validation_1-mae:6684.75977
[93]	validation_0-mae:6460.00098	validation_1-mae:6679.80127
[94]	validation_0-mae:6453.40332	validation_1-mae:6674.19434
[95]	validation_0-mae:6445.27686	validation_1-mae:6669.43457
[96]	validation_0-mae:6433.97461	validation_1-mae:6660.81494
[97]	validation_0-mae:6425.66846	validation_1-mae:6655.04834
[98]	validation_0-mae:6419.89404	validation_1-mae:6649.66895
[99]	validation_0-mae:6412.60156	validation_1-mae:6644.52148
[100]	validation_0-mae:6407.32910	validation_1-mae:6642.45801
[101]	validation_0-mae:6401.86279	validation_1-mae:6638.68750
[102]	validation_0-mae:6393.53174	validation_1-mae:6631.71045
[103]	validation_0-mae:6387.07373	validation_1-mae:6627.71582
[104]	validation_0-mae:6375.89648	validation_1-mae:6623.45850
[105]	validation_0-mae:6372.75488	validation_1-mae:6620.75098
[106]	validation_0-mae:6363.92969	validation_1-mae:6612.90576
[107]	validation_0-mae:6355.95459	validation_1-mae:6607.79443
[108]	validation_0-mae:6350.95996	validation_1-mae:6606.31348
[109]	validation_0-mae:6349.21484	validation_1-mae:6605.16797
[110]	validation_0-mae:6342.80908	validation_1-mae:6600.19775
[111]	validation_0-mae:6336.29443	validation_1-mae:6596.45898
[112]	validation_0-mae:6329.43994	validation_1-mae:6592.90381
[113]	validation_0-mae:6323.74658	validation_1-mae:6590.37061
[114]	validation_0-mae:6316.07861	validation_1-mae:6585.51611
[115]	validation_0-mae:6314.18945	validation_1-mae:6584.66650
[116]	validation_0-mae:6306.44385	validation_1-mae:6579.50830
[117]	validation_0-mae:6301.30957	validation_1-mae:6576.26123
[118]	validation_0-mae:6297.10059	validation_1-mae:6572.89453
[119]	validation_0-mae:6293.28125	validation_1-mae:6569.49609
[120]	validation_0-mae:6288.82910	validation_1-mae:6567.69482
[121]	validation_0-mae:6283.75830	validation_1-mae:6563.97217
[122]	validation_0-mae:6281.33203	validation_1-mae:6563.18994
[123]	validation_0-mae:6276.76514	validation_1-mae:6561.02344
[124]	validation_0-mae:6270.10352	validation_1-mae:6558.87158
[125]	validation_0-mae:6264.50000	validation_1-mae:6554.41846
[126]	validation_0-mae:6260.12061	validation_1-mae:6551.05957
[127]	validation_0-mae:6251.98291	validation_1-mae:6547.41406
[128]	validation_0-mae:6249.12793	validation_1-mae:6545.49316
[129]	validation_0-mae:6244.76709	validation_1-mae:6544.50293
[130]	validation_0-mae:6235.45898	validation_1-mae:6537.57568
[131]	validation_0-mae:6230.04199	validation_1-mae:6535.12305
[132]	validation_0-mae:6226.70508	validation_1-mae:6533.35791
[133]	validation_0-mae:6222.27441	validation_1-mae:6531.03760
[134]	validation_0-mae:6218.94336	validation_1-mae:6527.95801
[135]	validation_0-mae:6213.00244	validation_1-mae:6524.23242
[136]	validation_0-mae:6206.52978	validation_1-mae:6519.76465
[137]	validation_0-mae:6203.39111	validation_1-mae:6517.75391
[138]	validation_0-mae:6197.35352	validation_1-mae:6514.94531
[139]	validation_0-mae:6191.48584	validation_1-mae:6511.84766
[140]	validation_0-mae:6184.43750	validation_1-mae:6508.63135
[141]	validation_0-mae:6181.36133	validation_1-mae:6507.30127
[142]	validation_0-mae:6178.01660	validation_1-mae:6506.49463
[143]	validation_0-mae:6176.50586	validation_1-mae:6505.65625
[144]	validation_0-mae:6171.74561	validation_1-mae:6504.29980
[145]	validation_0-mae:6169.18115	validation_1-mae:6503.97266
[146]	validation_0-mae:6162.15772	validation_1-mae:6499.15381
[147]	validation_0-mae:6158.92773	validation_1-mae:6498.08887
[148]	validation_0-mae:6152.45703	validation_1-mae:6494.32031
[149]	validation_0-mae:6147.30469	validation_1-mae:6491.20801
[150]	validation_0-mae:6144.18359	validation_1-mae:6489.59912
[151]	validation_0-mae:6140.53369	validation_1-mae:6488.51660
[152]	validation_0-mae:6136.14648	validation_1-mae:6484.59375
[153]	validation_0-mae:6129.25147	validation_1-mae:6480.44336
[154]	validation_0-mae:6124.77588	validation_1-mae:6480.73389
[155]	validation_0-mae:6119.33154	validation_1-mae:6477.85693
[156]	validation_0-mae:6115.63574	validation_1-mae:6474.86670
[157]	validation_0-mae:6111.44531	validation_1-mae:6470.76953
[158]	validation_0-mae:6109.80908	validation_1-mae:6469.39453
[159]	validation_0-mae:6105.41211	validation_1-mae:6467.31592
[160]	validation_0-mae:6097.96924	validation_1-mae:6463.49365
[161]	validation_0-mae:6091.27051	validation_1-mae:6459.71728
[162]	validation_0-mae:6086.82373	validation_1-mae:6456.42920
[163]	validation_0-mae:6083.85938	validation_1-mae:6455.61768
[164]	validation_0-mae:6080.58496	validation_1-mae:6454.15527
[165]	validation_0-mae:6077.93555	validation_1-mae:6452.90576
[166]	validation_0-mae:6074.21777	validation_1-mae:6451.73730
[167]	validation_0-mae:6068.70654	validation_1-mae:6449.11279
[168]	validation_0-mae:6065.53711	validation_1-mae:6448.41357
[169]	validation_0-mae:6063.98730	validation_1-mae:6448.04492
[170]	validation_0-mae:6061.39990	validation_1-mae:6447.09180
[171]	validation_0-mae:6058.75732	validation_1-mae:6446.85596
[172]	validation_0-mae:6055.16357	validation_1-mae:6444.88721
[173]	validation_0-mae:6052.83594	validation_1-mae:6443.84131
[174]	validation_0-mae:6048.22022	validation_1-mae:6440.33838
[175]	validation_0-mae:6044.04248	validation_1-mae:6438.45996
[176]	validation_0-mae:6041.07666	validation_1-mae:6437.99853
[177]	validation_0-mae:6036.33887	validation_1-mae:6435.87305
[178]	validation_0-mae:6033.52148	validation_1-mae:6436.42432
[179]	validation_0-mae:6029.32666	validation_1-mae:6433.66064
[180]	validation_0-mae:6024.63623	validation_1-mae:6431.19043
[181]	validation_0-mae:6023.59033	validation_1-mae:6431.13525
[182]	validation_0-mae:6020.73682	validation_1-mae:6429.67871
[183]	validation_0-mae:6015.96631	validation_1-mae:6428.14941
[184]	validation_0-mae:6009.15430	validation_1-mae:6423.93115
[185]	validation_0-mae:6003.53369	validation_1-mae:6420.01416
[186]	validation_0-mae:6000.48779	validation_1-mae:6418.77881
[187]	validation_0-mae:5998.98633	validation_1-mae:6419.16553
[188]	validation_0-mae:5996.79492	validation_1-mae:6418.40576
[189]	validation_0-mae:5991.68652	validation_1-mae:6417.14697
[190]	validation_0-mae:5989.30859	validation_1-mae:6416.87793
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[1492]	validation_0-mae:4041.28491	validation_1-mae:6020.51221
[1493]	validation_0-mae:4041.06909	validation_1-mae:6020.48535
[1494]	validation_0-mae:4040.95703	validation_1-mae:6020.56055
[1495]	validation_0-mae:4040.83667	validation_1-mae:6020.61133
[1496]	validation_0-mae:4040.32324	validation_1-mae:6020.88428
[1497]	validation_0-mae:4039.41064	validation_1-mae:6020.81982
[1498]	validation_0-mae:4038.11011	validation_1-mae:6020.73584
[1499]	validation_0-mae:4037.42847	validation_1-mae:6021.03223
[1500]	validation_0-mae:4035.54419	validation_1-mae:6020.59766
[1501]	validation_0-mae:4034.95508	validation_1-mae:6020.56982
[1502]	validation_0-mae:4033.97290	validation_1-mae:6020.28027
[1503]	validation_0-mae:4032.91431	validation_1-mae:6020.62744
[1504]	validation_0-mae:4031.71143	validation_1-mae:6020.52002
[1505]	validation_0-mae:4030.78052	validation_1-mae:6020.74853
[1506]	validation_0-mae:4030.18774	validation_1-mae:6020.74707
[1507]	validation_0-mae:4030.02612	validation_1-mae:6020.76270
[1508]	validation_0-mae:4029.32324	validation_1-mae:6020.66602
[1509]	validation_0-mae:4028.58398	validation_1-mae:6020.62353
[1510]	validation_0-mae:4027.73438	validation_1-mae:6020.42334
[1511]	validation_0-mae:4027.45508	validation_1-mae:6020.25342
[1512]	validation_0-mae:4027.31909	validation_1-mae:6020.24902
[1513]	validation_0-mae:4026.74585	validation_1-mae:6020.26709
[1514]	validation_0-mae:4026.39990	validation_1-mae:6020.40332
[1515]	validation_0-mae:4026.24878	validation_1-mae:6020.72119
[1516]	validation_0-mae:4026.19824	validation_1-mae:6020.76904
[1517]	validation_0-mae:4026.02563	validation_1-mae:6020.66162
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[1519]	validation_0-mae:4023.62769	validation_1-mae:6019.79736
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[1521]	validation_0-mae:4022.97192	validation_1-mae:6019.79785
[1522]	validation_0-mae:4022.75977	validation_1-mae:6019.91162
[1523]	validation_0-mae:4021.38696	validation_1-mae:6020.00195
[1524]	validation_0-mae:4020.52588	validation_1-mae:6019.74463
[1525]	validation_0-mae:4019.89087	validation_1-mae:6019.67334
[1526]	validation_0-mae:4019.55298	validation_1-mae:6019.87109
[1527]	validation_0-mae:4018.64868	validation_1-mae:6020.14453
[1528]	validation_0-mae:4018.37207	validation_1-mae:6020.27246
[1529]	validation_0-mae:4017.59229	validation_1-mae:6020.29980
[1530]	validation_0-mae:4016.67578	validation_1-mae:6020.48633
[1531]	validation_0-mae:4016.05127	validation_1-mae:6020.29736
[1532]	validation_0-mae:4015.33154	validation_1-mae:6020.22022
[1533]	validation_0-mae:4014.65430	validation_1-mae:6020.21338
[1534]	validation_0-mae:4014.43066	validation_1-mae:6020.19531
[1535]	validation_0-mae:4013.90674	validation_1-mae:6020.17285
[1536]	validation_0-mae:4012.64673	validation_1-mae:6019.76904
[1537]	validation_0-mae:4011.19605	validation_1-mae:6019.38379
[1538]	validation_0-mae:4010.50488	validation_1-mae:6019.00439
[1539]	validation_0-mae:4009.88745	validation_1-mae:6019.00342
[1540]	validation_0-mae:4009.03784	validation_1-mae:6018.92139
[1541]	validation_0-mae:4007.64648	validation_1-mae:6018.83936
[1542]	validation_0-mae:4006.96460	validation_1-mae:6018.93897
[1543]	validation_0-mae:4005.67944	validation_1-mae:6018.74805
[1544]	validation_0-mae:4005.24170	validation_1-mae:6018.60986
[1545]	validation_0-mae:4004.82544	validation_1-mae:6018.83691
[1546]	validation_0-mae:4003.93530	validation_1-mae:6018.79395
[1547]	validation_0-mae:4003.02441	validation_1-mae:6018.45020
[1548]	validation_0-mae:4001.64941	validation_1-mae:6018.77051
[1549]	validation_0-mae:4000.51880	validation_1-mae:6018.38623
[1550]	validation_0-mae:4000.02368	validation_1-mae:6018.40820
[1551]	validation_0-mae:3999.67700	validation_1-mae:6018.48730
[1552]	validation_0-mae:3999.30884	validation_1-mae:6018.42676
[1553]	validation_0-mae:3998.59570	validation_1-mae:6018.55225
[1554]	validation_0-mae:3997.56519	validation_1-mae:6018.53564
[1555]	validation_0-mae:3997.32178	validation_1-mae:6018.46680
[1556]	validation_0-mae:3996.26733	validation_1-mae:6018.31055
[1557]	validation_0-mae:3994.64795	validation_1-mae:6017.83057
[1558]	validation_0-mae:3993.73755	validation_1-mae:6017.16553
[1559]	validation_0-mae:3992.85107	validation_1-mae:6017.28320
[1560]	validation_0-mae:3991.70019	validation_1-mae:6017.19775
[1561]	validation_0-mae:3990.43848	validation_1-mae:6017.15430
[1562]	validation_0-mae:3988.59766	validation_1-mae:6017.32422
[1563]	validation_0-mae:3987.80713	validation_1-mae:6017.01562
[1564]	validation_0-mae:3986.86353	validation_1-mae:6016.93506
[1565]	validation_0-mae:3985.97046	validation_1-mae:6017.00830
[1566]	validation_0-mae:3985.00586	validation_1-mae:6017.17285
[1567]	validation_0-mae:3983.68506	validation_1-mae:6016.91797
[1568]	validation_0-mae:3982.36816	validation_1-mae:6016.61475
[1569]	validation_0-mae:3980.71094	validation_1-mae:6016.88330
[1570]	validation_0-mae:3979.72021	validation_1-mae:6017.15478
[1571]	validation_0-mae:3979.18262	validation_1-mae:6016.97461
[1572]	validation_0-mae:3978.39307	validation_1-mae:6016.61621
[1573]	validation_0-mae:3978.05444	validation_1-mae:6016.81592
[1574]	validation_0-mae:3976.73755	validation_1-mae:6016.65869
[1575]	validation_0-mae:3976.10791	validation_1-mae:6016.99756
[1576]	validation_0-mae:3975.39160	validation_1-mae:6017.38525
[1577]	validation_0-mae:3974.44116	validation_1-mae:6017.85205
[1578]	validation_0-mae:3973.88403	validation_1-mae:6017.83984
[1579]	validation_0-mae:3973.15137	validation_1-mae:6017.80078
[1580]	validation_0-mae:3972.44897	validation_1-mae:6017.73926
[1581]	validation_0-mae:3971.60034	validation_1-mae:6017.70020
[1582]	validation_0-mae:3970.89429	validation_1-mae:6017.22119
[1583]	validation_0-mae:3970.22339	validation_1-mae:6016.89795
[1584]	validation_0-mae:3969.43115	validation_1-mae:6016.74219
[1585]	validation_0-mae:3968.36182	validation_1-mae:6017.03857
[1586]	validation_0-mae:3966.90015	validation_1-mae:6016.72266
[1587]	validation_0-mae:3965.24341	validation_1-mae:6015.93213
[1588]	validation_0-mae:3963.96069	validation_1-mae:6015.88330
[1589]	validation_0-mae:3962.78076	validation_1-mae:6015.63184
[1590]	validation_0-mae:3961.43506	validation_1-mae:6015.30762
[1591]	validation_0-mae:3960.64722	validation_1-mae:6015.04150
[1592]	validation_0-mae:3959.28833	validation_1-mae:6014.95752
[1593]	validation_0-mae:3958.27710	validation_1-mae:6015.69678
[1594]	validation_0-mae:3957.54810	validation_1-mae:6015.56103
[1595]	validation_0-mae:3956.18359	validation_1-mae:6015.58301
[1596]	validation_0-mae:3955.48682	validation_1-mae:6015.86768
[1597]	validation_0-mae:3954.72803	validation_1-mae:6016.00049
[1598]	validation_0-mae:3954.14209	validation_1-mae:6016.31641
[1599]	validation_0-mae:3953.60059	validation_1-mae:6016.56103
[1600]	validation_0-mae:3953.08057	validation_1-mae:6016.64355
[1601]	validation_0-mae:3952.48535	validation_1-mae:6016.86279
[1602]	validation_0-mae:3951.73535	validation_1-mae:6016.98291
[1603]	validation_0-mae:3950.64990	validation_1-mae:6016.88770
[1604]	validation_0-mae:3949.71606	validation_1-mae:6017.08447
[1605]	validation_0-mae:3948.96948	validation_1-mae:6017.18115
[1606]	validation_0-mae:3948.21729	validation_1-mae:6016.94482
[1607]	validation_0-mae:3946.94482	validation_1-mae:6017.09131
[1608]	validation_0-mae:3946.39307	validation_1-mae:6017.07275
[1609]	validation_0-mae:3944.84912	validation_1-mae:6017.24170
[1610]	validation_0-mae:3943.71387	validation_1-mae:6017.17334
[1611]	validation_0-mae:3942.76123	validation_1-mae:6016.85254
[1612]	validation_0-mae:3942.00220	validation_1-mae:6017.03174
[1613]	validation_0-mae:3940.51562	validation_1-mae:6017.08984
[1614]	validation_0-mae:3940.01807	validation_1-mae:6017.25684
[1615]	validation_0-mae:3939.63623	validation_1-mae:6017.45068
[1616]	validation_0-mae:3939.36231	validation_1-mae:6017.71680
[1617]	validation_0-mae:3938.47412	validation_1-mae:6017.82178
[1618]	validation_0-mae:3937.49683	validation_1-mae:6017.38916
[1619]	validation_0-mae:3936.43237	validation_1-mae:6017.39062
[1620]	validation_0-mae:3935.68872	validation_1-mae:6017.24463
[1621]	validation_0-mae:3934.58374	validation_1-mae:6017.41797
[1622]	validation_0-mae:3934.13794	validation_1-mae:6017.29834
[1623]	validation_0-mae:3933.43970	validation_1-mae:6017.03223
[1624]	validation_0-mae:3932.81836	validation_1-mae:6017.13184
[1625]	validation_0-mae:3931.50781	validation_1-mae:6017.65723
[1626]	validation_0-mae:3931.06274	validation_1-mae:6017.33398
[1627]	validation_0-mae:3929.94849	validation_1-mae:6017.42285
[1628]	validation_0-mae:3929.21191	validation_1-mae:6017.15625
[1629]	validation_0-mae:3928.08398	validation_1-mae:6017.43848
[1630]	validation_0-mae:3927.93701	validation_1-mae:6017.37500
[1631]	validation_0-mae:3927.41064	validation_1-mae:6017.54102
[1632]	validation_0-mae:3926.56030	validation_1-mae:6017.58496
[1633]	validation_0-mae:3925.73169	validation_1-mae:6017.18945
[1634]	validation_0-mae:3925.31519	validation_1-mae:6017.27344
[1635]	validation_0-mae:3924.75244	validation_1-mae:6017.09228
[1636]	validation_0-mae:3924.15649	validation_1-mae:6016.96680
[1637]	validation_0-mae:3923.00415	validation_1-mae:6016.68506
[1638]	validation_0-mae:3922.58594	validation_1-mae:6016.78223
[1639]	validation_0-mae:3922.29248	validation_1-mae:6016.80273
[1640]	validation_0-mae:3921.65161	validation_1-mae:6016.69287
[1641]	validation_0-mae:3920.77100	validation_1-mae:6016.11182
[1642]	validation_0-mae:3919.70459	validation_1-mae:6016.20215
[1643]	validation_0-mae:3918.64795	validation_1-mae:6016.27686
[1644]	validation_0-mae:3917.82422	validation_1-mae:6016.31494
[1645]	validation_0-mae:3917.12012	validation_1-mae:6016.62402
[1646]	validation_0-mae:3916.27417	validation_1-mae:6017.01123
[1647]	validation_0-mae:3915.68140	validation_1-mae:6016.91162
[1648]	validation_0-mae:3915.28174	validation_1-mae:6016.89209
[1649]	validation_0-mae:3914.54443	validation_1-mae:6017.15869
[1650]	validation_0-mae:3913.75415	validation_1-mae:6017.78027
[1651]	validation_0-mae:3912.91675	validation_1-mae:6017.73438
[1652]	validation_0-mae:3912.02539	validation_1-mae:6017.99268
[1653]	validation_0-mae:3911.54736	validation_1-mae:6017.80225
[1654]	validation_0-mae:3910.41357	validation_1-mae:6017.39990
[1655]	validation_0-mae:3908.94434	validation_1-mae:6016.90967
[1656]	validation_0-mae:3907.84473	validation_1-mae:6016.69092
[1657]	validation_0-mae:3907.15137	validation_1-mae:6016.86768
[1658]	validation_0-mae:3906.60669	validation_1-mae:6016.74268
[1659]	validation_0-mae:3906.01709	validation_1-mae:6016.47363
[1660]	validation_0-mae:3905.43628	validation_1-mae:6016.41602
[1661]	validation_0-mae:3904.70728	validation_1-mae:6016.55518
[1662]	validation_0-mae:3903.03247	validation_1-mae:6015.97119
[1663]	validation_0-mae:3902.49268	validation_1-mae:6016.24609
[1664]	validation_0-mae:3901.30566	validation_1-mae:6016.31397
[1665]	validation_0-mae:3899.89380	validation_1-mae:6016.04541
[1666]	validation_0-mae:3899.52051	validation_1-mae:6016.31982
[1667]	validation_0-mae:3899.10278	validation_1-mae:6016.68213
[1668]	validation_0-mae:3898.34229	validation_1-mae:6016.49707
[1669]	validation_0-mae:3897.65234	validation_1-mae:6016.55176
[1670]	validation_0-mae:3896.98926	validation_1-mae:6016.57617
[1671]	validation_0-mae:3895.75391	validation_1-mae:6016.36182
[1672]	validation_0-mae:3894.94434	validation_1-mae:6016.40772
[1673]	validation_0-mae:3894.39136	validation_1-mae:6016.43066
[1674]	validation_0-mae:3894.15942	validation_1-mae:6016.57471
[1675]	validation_0-mae:3893.55225	validation_1-mae:6016.62988
[1676]	validation_0-mae:3893.15869	validation_1-mae:6016.76221
[1677]	validation_0-mae:3892.81079	validation_1-mae:6016.60010
[1678]	validation_0-mae:3892.22168	validation_1-mae:6017.10889
[1679]	validation_0-mae:3891.42725	validation_1-mae:6017.12207
[1680]	validation_0-mae:3891.24927	validation_1-mae:6017.18359
[1681]	validation_0-mae:3890.82373	validation_1-mae:6017.20898
[1682]	validation_0-mae:3890.69897	validation_1-mae:6017.15869
[1683]	validation_0-mae:3890.15161	validation_1-mae:6017.28564
[1684]	validation_0-mae:3888.98926	validation_1-mae:6017.39307
[1685]	validation_0-mae:3888.34766	validation_1-mae:6017.45703
[1686]	validation_0-mae:3887.44727	validation_1-mae:6017.04395
[1687]	validation_0-mae:3886.42578	validation_1-mae:6017.33643
[1688]	validation_0-mae:3885.78906	validation_1-mae:6017.51318
[1689]	validation_0-mae:3885.29883	validation_1-mae:6017.49072
[1690]	validation_0-mae:3885.09570	validation_1-mae:6017.43359
[1691]	validation_0-mae:3884.91968	validation_1-mae:6017.64404
[1692]	validation_0-mae:3883.59839	validation_1-mae:6017.56934
[1693]	validation_0-mae:3882.31738	validation_1-mae:6017.41162
[1694]	validation_0-mae:3881.51123	validation_1-mae:6017.45410
[1695]	validation_0-mae:3880.85644	validation_1-mae:6017.57568
[1696]	validation_0-mae:3880.44678	validation_1-mae:6017.51123
[1697]	validation_0-mae:3879.40039	validation_1-mae:6017.97266
[1698]	validation_0-mae:3878.56641	validation_1-mae:6017.86182
[1699]	validation_0-mae:3878.02905	validation_1-mae:6017.99023
Dropping: pryw
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.69336	validation_1-mae:9232.30078
[15]	validation_0-mae:9084.21289	validation_1-mae:8904.87988
[16]	validation_0-mae:8802.56641	validation_1-mae:8633.47754
[17]	validation_0-mae:8567.59277	validation_1-mae:8407.86523
[18]	validation_0-mae:8374.69629	validation_1-mae:8219.55859
[19]	validation_0-mae:8212.55078	validation_1-mae:8065.71826
[20]	validation_0-mae:8070.89062	validation_1-mae:7941.09180
[21]	validation_0-mae:7947.79297	validation_1-mae:7833.39160
[22]	validation_0-mae:7849.16113	validation_1-mae:7743.61572
[23]	validation_0-mae:7765.18994	validation_1-mae:7672.04199
[24]	validation_0-mae:7681.93213	validation_1-mae:7596.17920
[25]	validation_0-mae:7610.30615	validation_1-mae:7535.00635
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[1570]	validation_0-mae:3988.00000	validation_1-mae:6022.08643
[1571]	validation_0-mae:3987.45996	validation_1-mae:6021.94482
[1572]	validation_0-mae:3986.44189	validation_1-mae:6021.67480
[1573]	validation_0-mae:3985.48242	validation_1-mae:6021.35449
[1574]	validation_0-mae:3984.80420	validation_1-mae:6021.16357
[1575]	validation_0-mae:3984.24097	validation_1-mae:6021.35449
[1576]	validation_0-mae:3983.28296	validation_1-mae:6021.64355
[1577]	validation_0-mae:3982.33960	validation_1-mae:6021.81836
[1578]	validation_0-mae:3981.51269	validation_1-mae:6021.78809
[1579]	validation_0-mae:3981.01025	validation_1-mae:6021.82568
[1580]	validation_0-mae:3979.95361	validation_1-mae:6021.78418
[1581]	validation_0-mae:3979.18433	validation_1-mae:6021.65625
[1582]	validation_0-mae:3978.17944	validation_1-mae:6021.66162
[1583]	validation_0-mae:3977.35815	validation_1-mae:6021.91211
[1584]	validation_0-mae:3976.51929	validation_1-mae:6022.06006
[1585]	validation_0-mae:3975.50732	validation_1-mae:6022.20020
[1586]	validation_0-mae:3974.28589	validation_1-mae:6022.18018
[1587]	validation_0-mae:3973.43433	validation_1-mae:6022.41455
[1588]	validation_0-mae:3973.09863	validation_1-mae:6022.57080
[1589]	validation_0-mae:3972.26904	validation_1-mae:6023.01025
[1590]	validation_0-mae:3971.14453	validation_1-mae:6022.39111
[1591]	validation_0-mae:3970.21289	validation_1-mae:6022.92871
[1592]	validation_0-mae:3969.09180	validation_1-mae:6023.58301
[1593]	validation_0-mae:3968.19385	validation_1-mae:6023.99121
[1594]	validation_0-mae:3967.33276	validation_1-mae:6023.81689
[1595]	validation_0-mae:3966.13257	validation_1-mae:6023.95166
[1596]	validation_0-mae:3965.40576	validation_1-mae:6024.52051
[1597]	validation_0-mae:3964.71899	validation_1-mae:6024.70166
[1598]	validation_0-mae:3963.98071	validation_1-mae:6024.77832
[1599]	validation_0-mae:3963.24634	validation_1-mae:6025.05127
[1600]	validation_0-mae:3962.53833	validation_1-mae:6024.85010
[1601]	validation_0-mae:3961.92212	validation_1-mae:6024.65430
[1602]	validation_0-mae:3961.10547	validation_1-mae:6024.38525
[1603]	validation_0-mae:3960.40503	validation_1-mae:6024.45703
[1604]	validation_0-mae:3959.74243	validation_1-mae:6024.60645
[1605]	validation_0-mae:3958.98584	validation_1-mae:6024.14893
[1606]	validation_0-mae:3958.34546	validation_1-mae:6024.13135
[1607]	validation_0-mae:3957.37329	validation_1-mae:6024.13184
[1608]	validation_0-mae:3956.47485	validation_1-mae:6024.26270
[1609]	validation_0-mae:3955.56274	validation_1-mae:6024.40625
[1610]	validation_0-mae:3955.03369	validation_1-mae:6024.19775
[1611]	validation_0-mae:3954.14404	validation_1-mae:6024.06885
[1612]	validation_0-mae:3953.41699	validation_1-mae:6024.63477
[1613]	validation_0-mae:3952.71387	validation_1-mae:6024.87402
[1614]	validation_0-mae:3951.77148	validation_1-mae:6024.96826
[1615]	validation_0-mae:3951.09985	validation_1-mae:6024.87549
[1616]	validation_0-mae:3950.24683	validation_1-mae:6025.40576
[1617]	validation_0-mae:3948.98804	validation_1-mae:6024.98096
[1618]	validation_0-mae:3948.05029	validation_1-mae:6024.88721
[1619]	validation_0-mae:3947.06616	validation_1-mae:6024.96436
[1620]	validation_0-mae:3946.40503	validation_1-mae:6024.66943
[1621]	validation_0-mae:3945.50024	validation_1-mae:6024.69434
[1622]	validation_0-mae:3944.68188	validation_1-mae:6024.86621
[1623]	validation_0-mae:3944.33057	validation_1-mae:6025.01123
[1624]	validation_0-mae:3943.99023	validation_1-mae:6025.17969
[1625]	validation_0-mae:3942.61426	validation_1-mae:6024.92432
[1626]	validation_0-mae:3941.85644	validation_1-mae:6024.92041
[1627]	validation_0-mae:3941.31299	validation_1-mae:6025.00684
[1628]	validation_0-mae:3940.61743	validation_1-mae:6025.60400
[1629]	validation_0-mae:3939.84473	validation_1-mae:6025.43359
[1630]	validation_0-mae:3939.27686	validation_1-mae:6025.91016
[1631]	validation_0-mae:3938.76172	validation_1-mae:6025.94727
[1632]	validation_0-mae:3937.87329	validation_1-mae:6025.66846
[1633]	validation_0-mae:3936.50977	validation_1-mae:6025.19043
[1634]	validation_0-mae:3935.41894	validation_1-mae:6025.34326
[1635]	validation_0-mae:3934.05371	validation_1-mae:6025.54541
[1636]	validation_0-mae:3932.85986	validation_1-mae:6025.47949
[1637]	validation_0-mae:3931.72437	validation_1-mae:6025.36670
[1638]	validation_0-mae:3931.05054	validation_1-mae:6025.68359
[1639]	validation_0-mae:3930.24268	validation_1-mae:6025.75391
[1640]	validation_0-mae:3928.77344	validation_1-mae:6026.12695
[1641]	validation_0-mae:3927.61890	validation_1-mae:6026.20508
[1642]	validation_0-mae:3926.72900	validation_1-mae:6026.15967
[1643]	validation_0-mae:3926.54883	validation_1-mae:6026.24951
[1644]	validation_0-mae:3925.83838	validation_1-mae:6026.11133
[1645]	validation_0-mae:3925.08057	validation_1-mae:6025.95801
[1646]	validation_0-mae:3923.91284	validation_1-mae:6026.34619
[1647]	validation_0-mae:3922.18188	validation_1-mae:6025.73096
[1648]	validation_0-mae:3921.00708	validation_1-mae:6025.74365
[1649]	validation_0-mae:3919.58740	validation_1-mae:6026.22803
[1650]	validation_0-mae:3918.57959	validation_1-mae:6026.89746
[1651]	validation_0-mae:3918.32495	validation_1-mae:6026.86035
[1652]	validation_0-mae:3917.67017	validation_1-mae:6026.78027
[1653]	validation_0-mae:3917.05566	validation_1-mae:6026.86377
[1654]	validation_0-mae:3916.49316	validation_1-mae:6026.76709
[1655]	validation_0-mae:3915.89453	validation_1-mae:6026.65039
[1656]	validation_0-mae:3915.06079	validation_1-mae:6026.65576
[1657]	validation_0-mae:3913.94287	validation_1-mae:6026.71094
[1658]	validation_0-mae:3912.88110	validation_1-mae:6026.43262
[1659]	validation_0-mae:3911.80688	validation_1-mae:6026.03662
[1660]	validation_0-mae:3910.90503	validation_1-mae:6026.12647
[1661]	validation_0-mae:3910.19946	validation_1-mae:6025.97949
[1662]	validation_0-mae:3910.03882	validation_1-mae:6026.34180
[1663]	validation_0-mae:3909.40527	validation_1-mae:6025.97852
[1664]	validation_0-mae:3908.14038	validation_1-mae:6025.88623
[1665]	validation_0-mae:3906.84521	validation_1-mae:6025.48145
[1666]	validation_0-mae:3906.10986	validation_1-mae:6025.40381
[1667]	validation_0-mae:3905.92798	validation_1-mae:6025.38330
[1668]	validation_0-mae:3905.78540	validation_1-mae:6025.40723
[1669]	validation_0-mae:3905.74341	validation_1-mae:6025.42676
[1670]	validation_0-mae:3905.54297	validation_1-mae:6025.43652
[1671]	validation_0-mae:3905.01099	validation_1-mae:6025.70410
[1672]	validation_0-mae:3904.86133	validation_1-mae:6025.96680
[1673]	validation_0-mae:3903.93457	validation_1-mae:6025.92676
[1674]	validation_0-mae:3903.32324	validation_1-mae:6025.87158
[1675]	validation_0-mae:3902.65698	validation_1-mae:6026.09717
[1676]	validation_0-mae:3902.21948	validation_1-mae:6026.12402
[1677]	validation_0-mae:3901.51050	validation_1-mae:6026.12353
[1678]	validation_0-mae:3900.61279	validation_1-mae:6025.92383
[1679]	validation_0-mae:3899.88843	validation_1-mae:6026.04980
[1680]	validation_0-mae:3898.77856	validation_1-mae:6025.71533
[1681]	validation_0-mae:3898.68677	validation_1-mae:6025.67822
[1682]	validation_0-mae:3898.49023	validation_1-mae:6025.60693
[1683]	validation_0-mae:3897.87231	validation_1-mae:6025.31397
[1684]	validation_0-mae:3897.50537	validation_1-mae:6025.38965
[1685]	validation_0-mae:3897.17847	validation_1-mae:6025.16064
[1686]	validation_0-mae:3897.13696	validation_1-mae:6025.24756
[1687]	validation_0-mae:3896.55884	validation_1-mae:6025.13232
[1688]	validation_0-mae:3896.55273	validation_1-mae:6025.11377
[1689]	validation_0-mae:3896.25000	validation_1-mae:6024.79443
[1690]	validation_0-mae:3895.85693	validation_1-mae:6024.93506
[1691]	validation_0-mae:3894.68970	validation_1-mae:6024.74561
[1692]	validation_0-mae:3893.87207	validation_1-mae:6024.58838
[1693]	validation_0-mae:3892.94287	validation_1-mae:6024.43164
[1694]	validation_0-mae:3892.07837	validation_1-mae:6024.74316
[1695]	validation_0-mae:3891.54614	validation_1-mae:6024.70508
[1696]	validation_0-mae:3890.39526	validation_1-mae:6024.52686
[1697]	validation_0-mae:3889.61499	validation_1-mae:6024.00000
[1698]	validation_0-mae:3888.64453	validation_1-mae:6023.94043
[1699]	validation_0-mae:3888.08887	validation_1-mae:6024.09033
Dropping: bieg
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.35547
[15]	validation_0-mae:9084.22363	validation_1-mae:8904.93359
[16]	validation_0-mae:8802.58789	validation_1-mae:8633.49805
[17]	validation_0-mae:8567.56641	validation_1-mae:8407.88477
[18]	validation_0-mae:8374.68652	validation_1-mae:8219.69141
[19]	validation_0-mae:8212.54297	validation_1-mae:8065.85303
[20]	validation_0-mae:8070.88623	validation_1-mae:7941.22705
[21]	validation_0-mae:7947.78809	validation_1-mae:7833.52588
[22]	validation_0-mae:7849.15478	validation_1-mae:7743.77588
[23]	validation_0-mae:7765.18359	validation_1-mae:7672.20166
[24]	validation_0-mae:7681.94385	validation_1-mae:7596.33789
[25]	validation_0-mae:7610.33105	validation_1-mae:7535.18359
[26]	validation_0-mae:7554.52246	validation_1-mae:7488.48291
[27]	validation_0-mae:7495.68994	validation_1-mae:7436.86133
[28]	validation_0-mae:7441.90234	validation_1-mae:7389.13965
[29]	validation_0-mae:7395.56641	validation_1-mae:7346.91162
[30]	validation_0-mae:7349.39209	validation_1-mae:7307.48828
[31]	validation_0-mae:7319.57861	validation_1-mae:7287.63379
[32]	validation_0-mae:7289.70361	validation_1-mae:7266.42773
[33]	validation_0-mae:7252.93945	validation_1-mae:7237.46484
[34]	validation_0-mae:7224.27197	validation_1-mae:7217.82812
[35]	validation_0-mae:7201.70117	validation_1-mae:7203.28857
[36]	validation_0-mae:7181.72168	validation_1-mae:7195.63477
[37]	validation_0-mae:7153.41650	validation_1-mae:7171.54102
[38]	validation_0-mae:7134.26025	validation_1-mae:7159.22559
[39]	validation_0-mae:7116.52930	validation_1-mae:7149.29785
[40]	validation_0-mae:7097.13916	validation_1-mae:7138.16846
[41]	validation_0-mae:7078.42725	validation_1-mae:7128.62500
[42]	validation_0-mae:7063.19189	validation_1-mae:7114.86035
[43]	validation_0-mae:7045.82715	validation_1-mae:7101.77002
[44]	validation_0-mae:7029.29980	validation_1-mae:7092.74268
[45]	validation_0-mae:7010.99365	validation_1-mae:7081.31201
[46]	validation_0-mae:6984.44775	validation_1-mae:7057.37647
[47]	validation_0-mae:6968.11914	validation_1-mae:7041.91553
[48]	validation_0-mae:6953.44385	validation_1-mae:7033.25147
[49]	validation_0-mae:6942.69434	validation_1-mae:7025.50781
[50]	validation_0-mae:6928.22656	validation_1-mae:7014.82666
[51]	validation_0-mae:6912.40039	validation_1-mae:7004.98633
[52]	validation_0-mae:6892.32031	validation_1-mae:6987.19580
[53]	validation_0-mae:6881.05469	validation_1-mae:6978.59228
[54]	validation_0-mae:6863.72656	validation_1-mae:6965.14648
[55]	validation_0-mae:6845.84277	validation_1-mae:6950.76953
[56]	validation_0-mae:6826.06201	validation_1-mae:6933.71728
[57]	validation_0-mae:6814.41113	validation_1-mae:6926.32178
[58]	validation_0-mae:6803.51855	validation_1-mae:6920.09766
[59]	validation_0-mae:6794.62158	validation_1-mae:6912.55469
[60]	validation_0-mae:6784.92480	validation_1-mae:6908.54443
[61]	validation_0-mae:6773.87012	validation_1-mae:6901.52197
[62]	validation_0-mae:6754.07959	validation_1-mae:6882.78564
[63]	validation_0-mae:6742.53320	validation_1-mae:6875.17773
[64]	validation_0-mae:6729.16895	validation_1-mae:6863.48877
[65]	validation_0-mae:6711.77295	validation_1-mae:6851.56397
[66]	validation_0-mae:6698.30664	validation_1-mae:6840.64795
[67]	validation_0-mae:6687.67871	validation_1-mae:6837.18555
[68]	validation_0-mae:6679.58252	validation_1-mae:6831.73242
[69]	validation_0-mae:6669.58350	validation_1-mae:6825.00195
[70]	validation_0-mae:6656.65430	validation_1-mae:6816.91846
[71]	validation_0-mae:6643.15918	validation_1-mae:6806.87598
[72]	validation_0-mae:6628.23926	validation_1-mae:6795.10205
[73]	validation_0-mae:6617.43408	validation_1-mae:6787.38623
[74]	validation_0-mae:6605.03467	validation_1-mae:6779.16406
[75]	validation_0-mae:6597.11621	validation_1-mae:6773.35107
[76]	validation_0-mae:6590.51709	validation_1-mae:6768.93066
[77]	validation_0-mae:6579.40430	validation_1-mae:6758.14551
[78]	validation_0-mae:6568.05469	validation_1-mae:6751.36865
[79]	validation_0-mae:6557.84570	validation_1-mae:6743.32910
[80]	validation_0-mae:6549.22266	validation_1-mae:6738.24365
[81]	validation_0-mae:6542.71875	validation_1-mae:6734.31348
[82]	validation_0-mae:6538.14600	validation_1-mae:6730.06885
[83]	validation_0-mae:6530.94775	validation_1-mae:6728.30078
[84]	validation_0-mae:6517.63916	validation_1-mae:6720.48828
[85]	validation_0-mae:6510.15381	validation_1-mae:6715.46045
[86]	validation_0-mae:6500.97656	validation_1-mae:6708.77832
[87]	validation_0-mae:6485.02148	validation_1-mae:6695.49023
[88]	validation_0-mae:6479.44775	validation_1-mae:6691.78369
[89]	validation_0-mae:6472.21533	validation_1-mae:6686.62744
[90]	validation_0-mae:6465.88525	validation_1-mae:6680.88281
[91]	validation_0-mae:6458.01514	validation_1-mae:6674.79102
[92]	validation_0-mae:6448.36426	validation_1-mae:6668.96777
[93]	validation_0-mae:6440.69385	validation_1-mae:6663.29102
[94]	validation_0-mae:6430.42920	validation_1-mae:6655.43164
[95]	validation_0-mae:6422.95605	validation_1-mae:6651.28369
[96]	validation_0-mae:6420.06494	validation_1-mae:6648.46338
[97]	validation_0-mae:6415.09082	validation_1-mae:6645.22168
[98]	validation_0-mae:6399.57031	validation_1-mae:6631.60352
[99]	validation_0-mae:6390.78369	validation_1-mae:6626.48535
[100]	validation_0-mae:6384.84326	validation_1-mae:6623.78809
[101]	validation_0-mae:6379.47119	validation_1-mae:6621.73291
[102]	validation_0-mae:6376.27490	validation_1-mae:6618.50391
[103]	validation_0-mae:6371.96240	validation_1-mae:6615.69336
[104]	validation_0-mae:6365.99609	validation_1-mae:6610.69238
[105]	validation_0-mae:6360.50049	validation_1-mae:6606.19824
[106]	validation_0-mae:6356.87353	validation_1-mae:6603.63281
[107]	validation_0-mae:6348.54346	validation_1-mae:6596.23389
[108]	validation_0-mae:6342.62256	validation_1-mae:6592.05127
[109]	validation_0-mae:6334.55664	validation_1-mae:6586.62793
[110]	validation_0-mae:6327.85986	validation_1-mae:6583.26123
[111]	validation_0-mae:6321.09277	validation_1-mae:6577.53711
[112]	validation_0-mae:6319.24316	validation_1-mae:6575.11523
[113]	validation_0-mae:6315.84326	validation_1-mae:6573.69336
[114]	validation_0-mae:6306.34082	validation_1-mae:6567.17383
[115]	validation_0-mae:6301.30566	validation_1-mae:6563.47461
[116]	validation_0-mae:6294.31348	validation_1-mae:6559.98730
[117]	validation_0-mae:6287.11133	validation_1-mae:6554.35400
[118]	validation_0-mae:6282.42383	validation_1-mae:6552.02588
[119]	validation_0-mae:6279.02978	validation_1-mae:6548.70166
[120]	validation_0-mae:6276.43359	validation_1-mae:6546.55371
[121]	validation_0-mae:6271.12891	validation_1-mae:6544.18555
[122]	validation_0-mae:6265.14307	validation_1-mae:6540.52393
[123]	validation_0-mae:6262.01074	validation_1-mae:6539.08740
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[1663]	validation_0-mae:3901.12720	validation_1-mae:6031.74268
[1664]	validation_0-mae:3900.39868	validation_1-mae:6031.46875
[1665]	validation_0-mae:3899.92017	validation_1-mae:6031.49512
[1666]	validation_0-mae:3899.25293	validation_1-mae:6031.76709
[1667]	validation_0-mae:3898.64136	validation_1-mae:6031.86621
[1668]	validation_0-mae:3897.60230	validation_1-mae:6031.99658
[1669]	validation_0-mae:3896.74902	validation_1-mae:6031.83545
[1670]	validation_0-mae:3895.75806	validation_1-mae:6031.93262
[1671]	validation_0-mae:3894.87402	validation_1-mae:6031.91992
[1672]	validation_0-mae:3894.13135	validation_1-mae:6031.48779
[1673]	validation_0-mae:3893.05518	validation_1-mae:6031.46631
[1674]	validation_0-mae:3892.14136	validation_1-mae:6030.66064
[1675]	validation_0-mae:3891.33838	validation_1-mae:6030.19775
[1676]	validation_0-mae:3890.12500	validation_1-mae:6030.16357
[1677]	validation_0-mae:3889.33765	validation_1-mae:6029.98535
[1678]	validation_0-mae:3888.91602	validation_1-mae:6029.45996
[1679]	validation_0-mae:3887.67944	validation_1-mae:6029.40625
[1680]	validation_0-mae:3887.12183	validation_1-mae:6029.38330
[1681]	validation_0-mae:3886.67554	validation_1-mae:6029.65039
[1682]	validation_0-mae:3885.60644	validation_1-mae:6029.31641
[1683]	validation_0-mae:3884.08984	validation_1-mae:6029.31445
[1684]	validation_0-mae:3883.07251	validation_1-mae:6029.21924
[1685]	validation_0-mae:3882.52319	validation_1-mae:6029.12549
[1686]	validation_0-mae:3882.18066	validation_1-mae:6029.06397
[1687]	validation_0-mae:3881.56470	validation_1-mae:6029.03906
[1688]	validation_0-mae:3881.33691	validation_1-mae:6028.98389
[1689]	validation_0-mae:3880.08106	validation_1-mae:6028.34522
[1690]	validation_0-mae:3879.41333	validation_1-mae:6028.33447
[1691]	validation_0-mae:3878.97388	validation_1-mae:6028.68848
[1692]	validation_0-mae:3878.16724	validation_1-mae:6028.58203
[1693]	validation_0-mae:3877.41528	validation_1-mae:6028.50244
[1694]	validation_0-mae:3877.39087	validation_1-mae:6028.53223
[1695]	validation_0-mae:3877.02979	validation_1-mae:6028.63135
[1696]	validation_0-mae:3876.19165	validation_1-mae:6029.05811
[1697]	validation_0-mae:3875.05225	validation_1-mae:6028.95557
[1698]	validation_0-mae:3874.12134	validation_1-mae:6028.52930
[1699]	validation_0-mae:3873.45386	validation_1-mae:6028.62012
Dropping: van
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.35547
[15]	validation_0-mae:9084.22363	validation_1-mae:8904.93359
[16]	validation_0-mae:8802.57812	validation_1-mae:8633.53809
[17]	validation_0-mae:8567.55664	validation_1-mae:8407.92578
[18]	validation_0-mae:8374.67871	validation_1-mae:8219.72754
[19]	validation_0-mae:8212.53320	validation_1-mae:8065.88867
[20]	validation_0-mae:8070.87695	validation_1-mae:7941.26172
[21]	validation_0-mae:7947.77881	validation_1-mae:7833.56103
[22]	validation_0-mae:7849.15967	validation_1-mae:7743.81397
[23]	validation_0-mae:7765.23633	validation_1-mae:7672.24072
[24]	validation_0-mae:7682.02734	validation_1-mae:7596.37891
[25]	validation_0-mae:7610.41406	validation_1-mae:7535.21826
[26]	validation_0-mae:7554.60059	validation_1-mae:7488.51855
[27]	validation_0-mae:7495.69531	validation_1-mae:7436.89160
[28]	validation_0-mae:7441.89746	validation_1-mae:7389.16895
[29]	validation_0-mae:7395.40137	validation_1-mae:7346.92480
[30]	validation_0-mae:7349.22070	validation_1-mae:7307.50244
[31]	validation_0-mae:7319.40039	validation_1-mae:7287.64697
[32]	validation_0-mae:7289.52637	validation_1-mae:7266.43701
[33]	validation_0-mae:7252.76270	validation_1-mae:7237.47266
[34]	validation_0-mae:7224.09375	validation_1-mae:7217.83496
[35]	validation_0-mae:7201.52637	validation_1-mae:7203.29395
[36]	validation_0-mae:7181.54541	validation_1-mae:7195.63428
[37]	validation_0-mae:7153.24365	validation_1-mae:7171.54736
[38]	validation_0-mae:7134.08691	validation_1-mae:7159.21973
[39]	validation_0-mae:7116.35791	validation_1-mae:7149.29297
[40]	validation_0-mae:7096.96875	validation_1-mae:7138.16309
[41]	validation_0-mae:7078.25635	validation_1-mae:7128.61865
[42]	validation_0-mae:7063.02246	validation_1-mae:7114.85449
[43]	validation_0-mae:7045.65918	validation_1-mae:7101.76562
[44]	validation_0-mae:7029.12598	validation_1-mae:7092.73877
[45]	validation_0-mae:7010.81885	validation_1-mae:7081.30566
[46]	validation_0-mae:6984.27734	validation_1-mae:7057.12158
[47]	validation_0-mae:6967.95117	validation_1-mae:7041.66016
[48]	validation_0-mae:6953.28027	validation_1-mae:7033.00195
[49]	validation_0-mae:6942.53174	validation_1-mae:7025.25879
[50]	validation_0-mae:6928.06250	validation_1-mae:7014.58008
[51]	validation_0-mae:6912.23535	validation_1-mae:7004.74268
[52]	validation_0-mae:6892.15625	validation_1-mae:6986.87012
[53]	validation_0-mae:6880.89209	validation_1-mae:6978.25732
[54]	validation_0-mae:6863.56201	validation_1-mae:6964.89697
[55]	validation_0-mae:6845.67773	validation_1-mae:6950.52051
[56]	validation_0-mae:6825.89648	validation_1-mae:6933.62598
[57]	validation_0-mae:6814.24512	validation_1-mae:6926.23096
[58]	validation_0-mae:6803.35254	validation_1-mae:6920.00537
[59]	validation_0-mae:6794.45605	validation_1-mae:6912.45605
[60]	validation_0-mae:6784.75879	validation_1-mae:6908.44434
[61]	validation_0-mae:6773.70508	validation_1-mae:6901.47754
[62]	validation_0-mae:6753.91455	validation_1-mae:6882.74121
[63]	validation_0-mae:6742.34668	validation_1-mae:6875.18652
[64]	validation_0-mae:6728.98242	validation_1-mae:6863.55322
[65]	validation_0-mae:6711.62988	validation_1-mae:6851.61914
[66]	validation_0-mae:6698.16406	validation_1-mae:6840.70312
[67]	validation_0-mae:6687.53613	validation_1-mae:6837.23340
[68]	validation_0-mae:6679.43848	validation_1-mae:6831.79834
[69]	validation_0-mae:6669.44141	validation_1-mae:6825.06006
[70]	validation_0-mae:6656.22852	validation_1-mae:6816.04102
[71]	validation_0-mae:6642.73291	validation_1-mae:6806.02344
[72]	validation_0-mae:6625.92627	validation_1-mae:6791.86279
[73]	validation_0-mae:6615.73047	validation_1-mae:6786.58203
[74]	validation_0-mae:6601.73730	validation_1-mae:6778.89941
[75]	validation_0-mae:6593.01465	validation_1-mae:6771.74268
[76]	validation_0-mae:6584.56201	validation_1-mae:6763.43603
[77]	validation_0-mae:6571.66162	validation_1-mae:6752.89795
[78]	validation_0-mae:6563.39697	validation_1-mae:6748.22754
[79]	validation_0-mae:6552.20410	validation_1-mae:6741.41846
[80]	validation_0-mae:6543.33984	validation_1-mae:6736.36963
[81]	validation_0-mae:6536.10400	validation_1-mae:6732.50098
[82]	validation_0-mae:6532.58105	validation_1-mae:6728.39453
[83]	validation_0-mae:6523.07666	validation_1-mae:6723.07129
[84]	validation_0-mae:6514.27148	validation_1-mae:6716.88623
[85]	validation_0-mae:6502.85596	validation_1-mae:6708.82373
[86]	validation_0-mae:6495.38574	validation_1-mae:6705.34961
[87]	validation_0-mae:6483.90967	validation_1-mae:6695.02246
[88]	validation_0-mae:6476.62012	validation_1-mae:6689.71973
[89]	validation_0-mae:6473.35840	validation_1-mae:6687.34814
[90]	validation_0-mae:6467.84277	validation_1-mae:6682.94287
[91]	validation_0-mae:6459.65967	validation_1-mae:6676.33594
[92]	validation_0-mae:6456.51172	validation_1-mae:6674.21484
[93]	validation_0-mae:6449.21777	validation_1-mae:6670.84912
[94]	validation_0-mae:6442.42969	validation_1-mae:6666.01318
[95]	validation_0-mae:6436.34082	validation_1-mae:6661.12207
[96]	validation_0-mae:6422.72754	validation_1-mae:6648.97607
[97]	validation_0-mae:6418.82520	validation_1-mae:6645.95361
[98]	validation_0-mae:6413.16357	validation_1-mae:6642.04736
[99]	validation_0-mae:6406.07178	validation_1-mae:6636.36426
[100]	validation_0-mae:6402.02148	validation_1-mae:6634.43897
[101]	validation_0-mae:6393.22656	validation_1-mae:6628.89941
[102]	validation_0-mae:6386.06250	validation_1-mae:6623.95312
[103]	validation_0-mae:6375.93897	validation_1-mae:6615.08447
[104]	validation_0-mae:6370.12793	validation_1-mae:6610.78760
[105]	validation_0-mae:6366.91260	validation_1-mae:6609.99219
[106]	validation_0-mae:6361.55664	validation_1-mae:6606.59619
[107]	validation_0-mae:6354.48047	validation_1-mae:6601.04736
[108]	validation_0-mae:6349.13135	validation_1-mae:6599.00244
[109]	validation_0-mae:6342.33838	validation_1-mae:6593.59912
[110]	validation_0-mae:6335.49512	validation_1-mae:6589.06348
[111]	validation_0-mae:6333.06348	validation_1-mae:6587.04541
[112]	validation_0-mae:6325.36230	validation_1-mae:6583.76367
[113]	validation_0-mae:6322.11328	validation_1-mae:6581.64746
[114]	validation_0-mae:6319.13574	validation_1-mae:6581.42725
[115]	validation_0-mae:6309.80176	validation_1-mae:6574.15088
[116]	validation_0-mae:6303.76123	validation_1-mae:6570.24121
[117]	validation_0-mae:6297.91260	validation_1-mae:6567.45410
[118]	validation_0-mae:6291.46533	validation_1-mae:6563.61084
[119]	validation_0-mae:6277.61670	validation_1-mae:6555.31348
[120]	validation_0-mae:6273.42969	validation_1-mae:6552.31836
[121]	validation_0-mae:6271.73047	validation_1-mae:6550.57129
[122]	validation_0-mae:6265.99707	validation_1-mae:6546.48096
[123]	validation_0-mae:6262.22803	validation_1-mae:6545.07031
[124]	validation_0-mae:6256.19482	validation_1-mae:6541.32129
[125]	validation_0-mae:6251.42725	validation_1-mae:6540.00293
[126]	validation_0-mae:6247.31299	validation_1-mae:6537.56738
[127]	validation_0-mae:6241.07275	validation_1-mae:6533.35986
[128]	validation_0-mae:6233.48340	validation_1-mae:6526.55176
[129]	validation_0-mae:6228.56152	validation_1-mae:6523.96338
[130]	validation_0-mae:6222.92627	validation_1-mae:6520.89062
[131]	validation_0-mae:6217.30859	validation_1-mae:6516.93408
[132]	validation_0-mae:6211.33887	validation_1-mae:6515.54053
[133]	validation_0-mae:6206.21436	validation_1-mae:6513.36035
[134]	validation_0-mae:6204.52637	validation_1-mae:6512.18408
[135]	validation_0-mae:6199.43018	validation_1-mae:6510.17334
[136]	validation_0-mae:6193.30176	validation_1-mae:6506.66943
[137]	validation_0-mae:6189.76855	validation_1-mae:6504.83447
[138]	validation_0-mae:6185.62988	validation_1-mae:6501.18408
[139]	validation_0-mae:6181.54004	validation_1-mae:6500.52832
[140]	validation_0-mae:6177.89258	validation_1-mae:6498.46240
[141]	validation_0-mae:6165.76074	validation_1-mae:6489.00928
[142]	validation_0-mae:6161.39795	validation_1-mae:6486.93701
[143]	validation_0-mae:6156.54199	validation_1-mae:6484.41650
[144]	validation_0-mae:6153.55322	validation_1-mae:6482.15186
[145]	validation_0-mae:6149.50439	validation_1-mae:6480.20020
[146]	validation_0-mae:6145.57520	validation_1-mae:6478.45410
[147]	validation_0-mae:6140.88281	validation_1-mae:6475.46728
[148]	validation_0-mae:6138.40576	validation_1-mae:6474.16357
[149]	validation_0-mae:6133.01514	validation_1-mae:6472.57959
[150]	validation_0-mae:6128.64697	validation_1-mae:6469.57715
[151]	validation_0-mae:6124.38867	validation_1-mae:6467.45117
[152]	validation_0-mae:6118.83594	validation_1-mae:6464.68066
[153]	validation_0-mae:6117.26465	validation_1-mae:6463.60596
[154]	validation_0-mae:6115.01904	validation_1-mae:6462.92041
[155]	validation_0-mae:6108.10840	validation_1-mae:6458.60352
[156]	validation_0-mae:6102.50391	validation_1-mae:6455.54785
[157]	validation_0-mae:6097.13428	validation_1-mae:6452.33057
[158]	validation_0-mae:6093.74170	validation_1-mae:6451.01758
[159]	validation_0-mae:6091.75732	validation_1-mae:6449.89648
[160]	validation_0-mae:6086.43311	validation_1-mae:6448.27051
[161]	validation_0-mae:6081.86768	validation_1-mae:6448.79297
[162]	validation_0-mae:6079.99609	validation_1-mae:6447.97803
[163]	validation_0-mae:6077.45996	validation_1-mae:6447.14648
[164]	validation_0-mae:6072.77734	validation_1-mae:6447.11816
[165]	validation_0-mae:6069.74853	validation_1-mae:6445.39551
[166]	validation_0-mae:6066.57031	validation_1-mae:6443.79883
[167]	validation_0-mae:6064.02881	validation_1-mae:6442.53223
[168]	validation_0-mae:6061.84424	validation_1-mae:6441.85205
[169]	validation_0-mae:6057.04639	validation_1-mae:6438.51562
[170]	validation_0-mae:6054.15332	validation_1-mae:6437.56543
[171]	validation_0-mae:6050.60352	validation_1-mae:6436.05469
[172]	validation_0-mae:6046.86035	validation_1-mae:6434.30664
[173]	validation_0-mae:6043.80957	validation_1-mae:6432.49561
[174]	validation_0-mae:6041.00879	validation_1-mae:6431.60156
[175]	validation_0-mae:6038.01416	validation_1-mae:6429.17578
[176]	validation_0-mae:6036.08447	validation_1-mae:6429.06250
[177]	validation_0-mae:6033.40625	validation_1-mae:6428.34863
[178]	validation_0-mae:6029.40234	validation_1-mae:6426.73438
[179]	validation_0-mae:6025.74853	validation_1-mae:6425.35010
[180]	validation_0-mae:6020.93555	validation_1-mae:6422.84668
[181]	validation_0-mae:6017.96387	validation_1-mae:6422.52881
[182]	validation_0-mae:6013.34668	validation_1-mae:6418.75439
[183]	validation_0-mae:6010.81055	validation_1-mae:6417.92627
[184]	validation_0-mae:6008.55469	validation_1-mae:6417.59961
[185]	validation_0-mae:6007.03272	validation_1-mae:6416.54834
[186]	validation_0-mae:6004.99268	validation_1-mae:6415.76123
[187]	validation_0-mae:6003.35645	validation_1-mae:6415.73828
[188]	validation_0-mae:5997.68994	validation_1-mae:6413.30273
[189]	validation_0-mae:5993.73389	validation_1-mae:6411.72803
[190]	validation_0-mae:5990.22363	validation_1-mae:6409.46680
[191]	validation_0-mae:5984.99219	validation_1-mae:6405.73730
[192]	validation_0-mae:5978.32666	validation_1-mae:6404.05225
[193]	validation_0-mae:5975.08936	validation_1-mae:6402.99121
[194]	validation_0-mae:5971.85547	validation_1-mae:6399.69092
[195]	validation_0-mae:5969.57910	validation_1-mae:6399.25684
[196]	validation_0-mae:5965.68701	validation_1-mae:6397.12988
[197]	validation_0-mae:5961.86621	validation_1-mae:6394.63184
[198]	validation_0-mae:5958.90625	validation_1-mae:6393.66406
[199]	validation_0-mae:5957.63525	validation_1-mae:6393.33496
[200]	validation_0-mae:5953.93457	validation_1-mae:6391.19531
[201]	validation_0-mae:5950.89062	validation_1-mae:6389.42383
[202]	validation_0-mae:5948.50147	validation_1-mae:6388.55811
[203]	validation_0-mae:5943.53711	validation_1-mae:6385.81641
[204]	validation_0-mae:5939.49902	validation_1-mae:6384.28564
[205]	validation_0-mae:5936.49756	validation_1-mae:6383.42676
[206]	validation_0-mae:5934.20703	validation_1-mae:6382.22852
[207]	validation_0-mae:5930.32617	validation_1-mae:6379.89990
[208]	validation_0-mae:5926.74365	validation_1-mae:6378.26514
[209]	validation_0-mae:5921.91846	validation_1-mae:6377.11914
[210]	validation_0-mae:5918.75342	validation_1-mae:6376.69775
[211]	validation_0-mae:5915.85889	validation_1-mae:6377.04639
[212]	validation_0-mae:5914.31787	validation_1-mae:6376.73633
[213]	validation_0-mae:5913.16309	validation_1-mae:6376.81494
[214]	validation_0-mae:5910.92627	validation_1-mae:6375.91797
[215]	validation_0-mae:5907.43799	validation_1-mae:6375.31982
[216]	validation_0-mae:5902.97217	validation_1-mae:6372.65234
[217]	validation_0-mae:5899.52637	validation_1-mae:6371.01855
[218]	validation_0-mae:5897.67139	validation_1-mae:6370.46875
[219]	validation_0-mae:5894.19580	validation_1-mae:6368.85645
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[1504]	validation_0-mae:4057.73682	validation_1-mae:6006.77197
[1505]	validation_0-mae:4056.50464	validation_1-mae:6006.79492
[1506]	validation_0-mae:4056.05176	validation_1-mae:6006.64160
[1507]	validation_0-mae:4055.63330	validation_1-mae:6006.87598
[1508]	validation_0-mae:4054.46436	validation_1-mae:6006.54932
[1509]	validation_0-mae:4054.04956	validation_1-mae:6006.79736
[1510]	validation_0-mae:4053.92261	validation_1-mae:6006.70752
[1511]	validation_0-mae:4052.41602	validation_1-mae:6007.44629
[1512]	validation_0-mae:4052.36206	validation_1-mae:6007.47803
[1513]	validation_0-mae:4051.62720	validation_1-mae:6007.38379
[1514]	validation_0-mae:4050.61475	validation_1-mae:6007.73633
[1515]	validation_0-mae:4049.92578	validation_1-mae:6007.76953
[1516]	validation_0-mae:4049.47607	validation_1-mae:6007.76416
[1517]	validation_0-mae:4048.94067	validation_1-mae:6007.88525
[1518]	validation_0-mae:4048.22485	validation_1-mae:6007.94287
[1519]	validation_0-mae:4047.33154	validation_1-mae:6007.69336
[1520]	validation_0-mae:4046.53540	validation_1-mae:6007.59228
[1521]	validation_0-mae:4044.99658	validation_1-mae:6007.92627
[1522]	validation_0-mae:4044.27319	validation_1-mae:6007.93701
[1523]	validation_0-mae:4042.73584	validation_1-mae:6007.38721
[1524]	validation_0-mae:4041.72852	validation_1-mae:6007.60645
[1525]	validation_0-mae:4040.77686	validation_1-mae:6007.50000
[1526]	validation_0-mae:4039.92895	validation_1-mae:6007.66064
[1527]	validation_0-mae:4039.41943	validation_1-mae:6007.36475
[1528]	validation_0-mae:4038.85303	validation_1-mae:6007.70215
[1529]	validation_0-mae:4037.78174	validation_1-mae:6008.22754
[1530]	validation_0-mae:4037.07886	validation_1-mae:6007.94189
[1531]	validation_0-mae:4035.76538	validation_1-mae:6007.22168
[1532]	validation_0-mae:4035.11645	validation_1-mae:6006.95264
[1533]	validation_0-mae:4034.77979	validation_1-mae:6006.99902
[1534]	validation_0-mae:4033.95239	validation_1-mae:6006.87793
[1535]	validation_0-mae:4032.91553	validation_1-mae:6006.21338
[1536]	validation_0-mae:4031.99292	validation_1-mae:6006.10254
[1537]	validation_0-mae:4031.13208	validation_1-mae:6006.00147
[1538]	validation_0-mae:4030.67065	validation_1-mae:6006.00391
[1539]	validation_0-mae:4030.04590	validation_1-mae:6006.30518
[1540]	validation_0-mae:4028.91870	validation_1-mae:6006.44580
[1541]	validation_0-mae:4028.11597	validation_1-mae:6006.26025
[1542]	validation_0-mae:4027.06909	validation_1-mae:6005.89307
[1543]	validation_0-mae:4026.36572	validation_1-mae:6006.08154
[1544]	validation_0-mae:4025.19751	validation_1-mae:6005.99316
[1545]	validation_0-mae:4024.40649	validation_1-mae:6006.15527
[1546]	validation_0-mae:4022.60840	validation_1-mae:6005.58789
[1547]	validation_0-mae:4022.31860	validation_1-mae:6005.83203
[1548]	validation_0-mae:4021.70776	validation_1-mae:6005.64160
[1549]	validation_0-mae:4021.31055	validation_1-mae:6005.76025
[1550]	validation_0-mae:4020.80054	validation_1-mae:6005.49463
[1551]	validation_0-mae:4020.18188	validation_1-mae:6005.36377
[1552]	validation_0-mae:4019.52222	validation_1-mae:6005.43897
[1553]	validation_0-mae:4018.90771	validation_1-mae:6005.58203
[1554]	validation_0-mae:4018.35669	validation_1-mae:6005.98242
[1555]	validation_0-mae:4017.79175	validation_1-mae:6006.29688
[1556]	validation_0-mae:4017.27954	validation_1-mae:6005.97559
[1557]	validation_0-mae:4016.56958	validation_1-mae:6005.83447
[1558]	validation_0-mae:4015.40942	validation_1-mae:6005.44678
[1559]	validation_0-mae:4014.89648	validation_1-mae:6005.14551
[1560]	validation_0-mae:4014.13867	validation_1-mae:6005.03369
[1561]	validation_0-mae:4013.57617	validation_1-mae:6005.06250
[1562]	validation_0-mae:4013.21143	validation_1-mae:6005.21436
[1563]	validation_0-mae:4012.95483	validation_1-mae:6005.14453
[1564]	validation_0-mae:4012.62500	validation_1-mae:6005.39893
[1565]	validation_0-mae:4012.37061	validation_1-mae:6005.35791
[1566]	validation_0-mae:4011.72681	validation_1-mae:6005.28809
[1567]	validation_0-mae:4010.91138	validation_1-mae:6005.39551
[1568]	validation_0-mae:4010.38184	validation_1-mae:6005.14209
[1569]	validation_0-mae:4009.80981	validation_1-mae:6005.35693
[1570]	validation_0-mae:4008.57642	validation_1-mae:6005.56494
[1571]	validation_0-mae:4007.51343	validation_1-mae:6005.55225
[1572]	validation_0-mae:4006.95166	validation_1-mae:6005.75586
[1573]	validation_0-mae:4006.51636	validation_1-mae:6005.84277
[1574]	validation_0-mae:4005.37134	validation_1-mae:6006.04688
[1575]	validation_0-mae:4004.17944	validation_1-mae:6005.97461
[1576]	validation_0-mae:4003.54639	validation_1-mae:6006.04443
[1577]	validation_0-mae:4002.71606	validation_1-mae:6005.55518
[1578]	validation_0-mae:4001.81323	validation_1-mae:6005.45996
[1579]	validation_0-mae:4001.02148	validation_1-mae:6005.99072
[1580]	validation_0-mae:4000.21387	validation_1-mae:6005.39648
[1581]	validation_0-mae:3999.42358	validation_1-mae:6005.20117
[1582]	validation_0-mae:3998.46338	validation_1-mae:6005.09717
[1583]	validation_0-mae:3998.03564	validation_1-mae:6005.09473
[1584]	validation_0-mae:3997.17627	validation_1-mae:6004.98779
[1585]	validation_0-mae:3996.39429	validation_1-mae:6005.09570
[1586]	validation_0-mae:3995.94629	validation_1-mae:6005.05762
[1587]	validation_0-mae:3995.31396	validation_1-mae:6005.13672
[1588]	validation_0-mae:3994.72437	validation_1-mae:6005.06445
[1589]	validation_0-mae:3993.72583	validation_1-mae:6004.89307
[1590]	validation_0-mae:3993.63477	validation_1-mae:6004.91797
[1591]	validation_0-mae:3992.70898	validation_1-mae:6004.54443
[1592]	validation_0-mae:3991.70679	validation_1-mae:6004.72266
[1593]	validation_0-mae:3990.31104	validation_1-mae:6004.44092
[1594]	validation_0-mae:3988.90552	validation_1-mae:6004.41113
[1595]	validation_0-mae:3988.06006	validation_1-mae:6004.59033
[1596]	validation_0-mae:3987.11133	validation_1-mae:6004.57666
[1597]	validation_0-mae:3986.30151	validation_1-mae:6004.68213
[1598]	validation_0-mae:3985.82349	validation_1-mae:6004.55469
[1599]	validation_0-mae:3984.61157	validation_1-mae:6004.20752
[1600]	validation_0-mae:3983.18604	validation_1-mae:6003.80176
[1601]	validation_0-mae:3982.14819	validation_1-mae:6004.31250
[1602]	validation_0-mae:3981.71802	validation_1-mae:6004.46973
[1603]	validation_0-mae:3980.79150	validation_1-mae:6004.44629
[1604]	validation_0-mae:3980.66699	validation_1-mae:6004.30176
[1605]	validation_0-mae:3979.42285	validation_1-mae:6004.36523
[1606]	validation_0-mae:3978.97559	validation_1-mae:6004.66211
[1607]	validation_0-mae:3978.58130	validation_1-mae:6004.56397
[1608]	validation_0-mae:3978.07324	validation_1-mae:6004.41650
[1609]	validation_0-mae:3978.04297	validation_1-mae:6004.41699
[1610]	validation_0-mae:3977.48511	validation_1-mae:6004.10840
[1611]	validation_0-mae:3976.89307	validation_1-mae:6004.13379
[1612]	validation_0-mae:3975.82544	validation_1-mae:6003.69043
[1613]	validation_0-mae:3974.97583	validation_1-mae:6003.77002
[1614]	validation_0-mae:3973.74121	validation_1-mae:6003.63721
[1615]	validation_0-mae:3973.27490	validation_1-mae:6003.64502
[1616]	validation_0-mae:3972.29541	validation_1-mae:6004.11133
[1617]	validation_0-mae:3971.41040	validation_1-mae:6003.89600
[1618]	validation_0-mae:3970.35938	validation_1-mae:6003.48926
[1619]	validation_0-mae:3969.74683	validation_1-mae:6003.82422
[1620]	validation_0-mae:3969.05225	validation_1-mae:6003.51025
[1621]	validation_0-mae:3968.28613	validation_1-mae:6003.57666
[1622]	validation_0-mae:3967.54297	validation_1-mae:6003.39209
[1623]	validation_0-mae:3966.39917	validation_1-mae:6003.09570
[1624]	validation_0-mae:3966.00122	validation_1-mae:6003.14893
[1625]	validation_0-mae:3965.20483	validation_1-mae:6003.19922
[1626]	validation_0-mae:3964.06958	validation_1-mae:6003.51904
[1627]	validation_0-mae:3963.13062	validation_1-mae:6003.36035
[1628]	validation_0-mae:3962.46240	validation_1-mae:6003.09717
[1629]	validation_0-mae:3961.58301	validation_1-mae:6003.18897
[1630]	validation_0-mae:3960.97461	validation_1-mae:6002.89941
[1631]	validation_0-mae:3960.30981	validation_1-mae:6002.97461
[1632]	validation_0-mae:3959.31348	validation_1-mae:6002.83447
[1633]	validation_0-mae:3958.52026	validation_1-mae:6002.92725
[1634]	validation_0-mae:3957.54883	validation_1-mae:6003.19873
[1635]	validation_0-mae:3956.43701	validation_1-mae:6003.20117
[1636]	validation_0-mae:3955.97925	validation_1-mae:6003.45068
[1637]	validation_0-mae:3954.83472	validation_1-mae:6003.17041
[1638]	validation_0-mae:3953.73950	validation_1-mae:6003.07715
[1639]	validation_0-mae:3953.10010	validation_1-mae:6002.75391
[1640]	validation_0-mae:3952.12500	validation_1-mae:6003.18457
[1641]	validation_0-mae:3951.11645	validation_1-mae:6003.78320
[1642]	validation_0-mae:3950.18994	validation_1-mae:6004.43994
[1643]	validation_0-mae:3948.94653	validation_1-mae:6004.85010
[1644]	validation_0-mae:3948.10107	validation_1-mae:6005.25488
[1645]	validation_0-mae:3947.22827	validation_1-mae:6005.59717
[1646]	validation_0-mae:3946.57056	validation_1-mae:6005.46533
[1647]	validation_0-mae:3945.57227	validation_1-mae:6005.36475
[1648]	validation_0-mae:3944.62329	validation_1-mae:6005.43799
[1649]	validation_0-mae:3943.26929	validation_1-mae:6005.87793
[1650]	validation_0-mae:3941.79517	validation_1-mae:6005.68164
[1651]	validation_0-mae:3941.01001	validation_1-mae:6005.66309
[1652]	validation_0-mae:3939.59888	validation_1-mae:6006.08105
[1653]	validation_0-mae:3938.76929	validation_1-mae:6005.77881
[1654]	validation_0-mae:3937.47705	validation_1-mae:6005.77246
[1655]	validation_0-mae:3936.85010	validation_1-mae:6006.00391
[1656]	validation_0-mae:3935.73169	validation_1-mae:6006.04004
[1657]	validation_0-mae:3935.48584	validation_1-mae:6006.13477
[1658]	validation_0-mae:3934.96606	validation_1-mae:6006.33594
[1659]	validation_0-mae:3933.61890	validation_1-mae:6006.09131
[1660]	validation_0-mae:3932.40991	validation_1-mae:6005.70312
[1661]	validation_0-mae:3931.43921	validation_1-mae:6005.94482
[1662]	validation_0-mae:3930.98999	validation_1-mae:6006.20898
[1663]	validation_0-mae:3929.84253	validation_1-mae:6006.34766
[1664]	validation_0-mae:3929.01269	validation_1-mae:6006.32617
[1665]	validation_0-mae:3928.20019	validation_1-mae:6006.07422
[1666]	validation_0-mae:3927.29614	validation_1-mae:6005.95654
[1667]	validation_0-mae:3926.56738	validation_1-mae:6005.41016
[1668]	validation_0-mae:3926.02319	validation_1-mae:6005.51270
[1669]	validation_0-mae:3925.61645	validation_1-mae:6005.38965
[1670]	validation_0-mae:3924.48218	validation_1-mae:6005.49365
[1671]	validation_0-mae:3923.87695	validation_1-mae:6005.66016
[1672]	validation_0-mae:3922.99829	validation_1-mae:6006.19287
[1673]	validation_0-mae:3922.25098	validation_1-mae:6005.93213
[1674]	validation_0-mae:3920.80737	validation_1-mae:6005.52930
[1675]	validation_0-mae:3920.14770	validation_1-mae:6005.26953
[1676]	validation_0-mae:3919.11060	validation_1-mae:6005.32617
[1677]	validation_0-mae:3917.69629	validation_1-mae:6005.53564
[1678]	validation_0-mae:3916.65210	validation_1-mae:6005.25586
[1679]	validation_0-mae:3915.21094	validation_1-mae:6005.68848
[1680]	validation_0-mae:3914.47290	validation_1-mae:6006.07324
[1681]	validation_0-mae:3913.42383	validation_1-mae:6006.23535
[1682]	validation_0-mae:3912.95435	validation_1-mae:6006.22266
[1683]	validation_0-mae:3912.68286	validation_1-mae:6006.21826
[1684]	validation_0-mae:3912.12769	validation_1-mae:6006.34766
[1685]	validation_0-mae:3911.62256	validation_1-mae:6006.41650
[1686]	validation_0-mae:3910.99121	validation_1-mae:6006.26514
[1687]	validation_0-mae:3910.53564	validation_1-mae:6006.14404
[1688]	validation_0-mae:3909.42725	validation_1-mae:6005.91699
[1689]	validation_0-mae:3908.36255	validation_1-mae:6005.87598
[1690]	validation_0-mae:3907.41138	validation_1-mae:6005.89453
[1691]	validation_0-mae:3906.86011	validation_1-mae:6005.73340
[1692]	validation_0-mae:3906.50317	validation_1-mae:6005.51953
[1693]	validation_0-mae:3905.27466	validation_1-mae:6004.98438
[1694]	validation_0-mae:3903.77295	validation_1-mae:6004.25342
[1695]	validation_0-mae:3902.60034	validation_1-mae:6004.40088
[1696]	validation_0-mae:3902.05151	validation_1-mae:6004.34424
[1697]	validation_0-mae:3900.76782	validation_1-mae:6004.74756
[1698]	validation_0-mae:3900.13062	validation_1-mae:6004.89551
[1699]	validation_0-mae:3899.38892	validation_1-mae:6004.72559
Dropping: skoda
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.35547
[15]	validation_0-mae:9084.22363	validation_1-mae:8904.93359
[16]	validation_0-mae:8802.57812	validation_1-mae:8633.53809
[17]	validation_0-mae:8567.55664	validation_1-mae:8407.92578
[18]	validation_0-mae:8374.67871	validation_1-mae:8219.72754
[19]	validation_0-mae:8212.53320	validation_1-mae:8065.88867
[20]	validation_0-mae:8070.87695	validation_1-mae:7941.26172
[21]	validation_0-mae:7947.77881	validation_1-mae:7833.56103
[22]	validation_0-mae:7849.15967	validation_1-mae:7743.81397
[23]	validation_0-mae:7765.23633	validation_1-mae:7672.24121
[24]	validation_0-mae:7682.02734	validation_1-mae:7596.37891
[25]	validation_0-mae:7610.41406	validation_1-mae:7535.21826
[26]	validation_0-mae:7554.60059	validation_1-mae:7488.51855
[27]	validation_0-mae:7495.69531	validation_1-mae:7436.89160
[28]	validation_0-mae:7441.89746	validation_1-mae:7389.16895
[29]	validation_0-mae:7395.40137	validation_1-mae:7346.92480
[30]	validation_0-mae:7349.18311	validation_1-mae:7307.46875
[31]	validation_0-mae:7319.36230	validation_1-mae:7287.61328
[32]	validation_0-mae:7289.48926	validation_1-mae:7266.40430
[33]	validation_0-mae:7252.72852	validation_1-mae:7237.44043
[34]	validation_0-mae:7224.05762	validation_1-mae:7217.80225
[35]	validation_0-mae:7201.49219	validation_1-mae:7203.26123
[36]	validation_0-mae:7181.51270	validation_1-mae:7195.60156
[37]	validation_0-mae:7153.21436	validation_1-mae:7171.51465
[38]	validation_0-mae:7134.05859	validation_1-mae:7159.11670
[39]	validation_0-mae:7116.33936	validation_1-mae:7149.18994
[40]	validation_0-mae:7096.94971	validation_1-mae:7138.06006
[41]	validation_0-mae:7078.23682	validation_1-mae:7128.51611
[42]	validation_0-mae:7063.00293	validation_1-mae:7114.75049
[43]	validation_0-mae:7045.64014	validation_1-mae:7101.66211
[44]	validation_0-mae:7029.10645	validation_1-mae:7092.63477
[45]	validation_0-mae:7010.79834	validation_1-mae:7081.20117
[46]	validation_0-mae:6984.25830	validation_1-mae:7057.01660
[47]	validation_0-mae:6967.93799	validation_1-mae:7041.55615
[48]	validation_0-mae:6953.25977	validation_1-mae:7032.89746
[49]	validation_0-mae:6942.51172	validation_1-mae:7025.15430
[50]	validation_0-mae:6928.04541	validation_1-mae:7014.47510
[51]	validation_0-mae:6912.21777	validation_1-mae:7004.63721
[52]	validation_0-mae:6892.14209	validation_1-mae:6986.47900
[53]	validation_0-mae:6880.87842	validation_1-mae:6977.86670
[54]	validation_0-mae:6863.54834	validation_1-mae:6964.42041
[55]	validation_0-mae:6845.66455	validation_1-mae:6950.04541
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[1598]	validation_0-mae:3956.54199	validation_1-mae:6012.63965
[1599]	validation_0-mae:3954.60230	validation_1-mae:6012.19727
[1600]	validation_0-mae:3953.53784	validation_1-mae:6012.62207
[1601]	validation_0-mae:3953.00342	validation_1-mae:6012.86328
[1602]	validation_0-mae:3952.75073	validation_1-mae:6012.74951
[1603]	validation_0-mae:3951.97168	validation_1-mae:6012.75293
[1604]	validation_0-mae:3951.25317	validation_1-mae:6013.10840
[1605]	validation_0-mae:3951.12134	validation_1-mae:6013.10986
[1606]	validation_0-mae:3951.03223	validation_1-mae:6013.23975
[1607]	validation_0-mae:3950.26245	validation_1-mae:6013.19092
[1608]	validation_0-mae:3949.06714	validation_1-mae:6013.50147
[1609]	validation_0-mae:3948.31274	validation_1-mae:6013.39941
[1610]	validation_0-mae:3947.64746	validation_1-mae:6013.55859
[1611]	validation_0-mae:3946.68066	validation_1-mae:6013.47461
[1612]	validation_0-mae:3945.85840	validation_1-mae:6013.30176
[1613]	validation_0-mae:3944.78638	validation_1-mae:6013.50732
[1614]	validation_0-mae:3944.16846	validation_1-mae:6013.15625
[1615]	validation_0-mae:3943.47827	validation_1-mae:6013.08691
[1616]	validation_0-mae:3942.80298	validation_1-mae:6013.36768
[1617]	validation_0-mae:3942.11255	validation_1-mae:6013.68555
[1618]	validation_0-mae:3941.80835	validation_1-mae:6013.68750
[1619]	validation_0-mae:3940.71851	validation_1-mae:6013.45801
[1620]	validation_0-mae:3940.34937	validation_1-mae:6013.61133
[1621]	validation_0-mae:3939.77612	validation_1-mae:6013.86084
[1622]	validation_0-mae:3938.94214	validation_1-mae:6014.01514
[1623]	validation_0-mae:3937.99048	validation_1-mae:6013.99365
[1624]	validation_0-mae:3936.84253	validation_1-mae:6013.72217
[1625]	validation_0-mae:3935.94775	validation_1-mae:6013.59033
[1626]	validation_0-mae:3935.14111	validation_1-mae:6013.47705
[1627]	validation_0-mae:3934.09082	validation_1-mae:6013.41064
[1628]	validation_0-mae:3933.43433	validation_1-mae:6013.10840
[1629]	validation_0-mae:3933.07422	validation_1-mae:6013.22022
[1630]	validation_0-mae:3932.11792	validation_1-mae:6013.19043
[1631]	validation_0-mae:3931.43652	validation_1-mae:6013.00879
[1632]	validation_0-mae:3930.38477	validation_1-mae:6012.72412
[1633]	validation_0-mae:3929.82519	validation_1-mae:6012.64258
[1634]	validation_0-mae:3929.30664	validation_1-mae:6012.72803
[1635]	validation_0-mae:3928.84741	validation_1-mae:6012.81299
[1636]	validation_0-mae:3928.61450	validation_1-mae:6012.66406
[1637]	validation_0-mae:3928.05029	validation_1-mae:6012.64795
[1638]	validation_0-mae:3927.34302	validation_1-mae:6012.87647
[1639]	validation_0-mae:3925.76172	validation_1-mae:6013.17529
[1640]	validation_0-mae:3925.30981	validation_1-mae:6013.07422
[1641]	validation_0-mae:3924.85791	validation_1-mae:6013.02393
[1642]	validation_0-mae:3923.92188	validation_1-mae:6013.21240
[1643]	validation_0-mae:3922.93457	validation_1-mae:6013.26953
[1644]	validation_0-mae:3922.09741	validation_1-mae:6013.13672
[1645]	validation_0-mae:3921.58179	validation_1-mae:6012.75147
[1646]	validation_0-mae:3920.49829	validation_1-mae:6012.49072
[1647]	validation_0-mae:3919.79639	validation_1-mae:6012.57764
[1648]	validation_0-mae:3918.95019	validation_1-mae:6012.55273
[1649]	validation_0-mae:3917.90771	validation_1-mae:6012.48535
[1650]	validation_0-mae:3916.64453	validation_1-mae:6011.86670
[1651]	validation_0-mae:3915.67432	validation_1-mae:6012.14551
[1652]	validation_0-mae:3915.09888	validation_1-mae:6012.29492
[1653]	validation_0-mae:3914.66309	validation_1-mae:6012.42188
[1654]	validation_0-mae:3913.96729	validation_1-mae:6012.13428
[1655]	validation_0-mae:3913.81689	validation_1-mae:6012.22510
[1656]	validation_0-mae:3913.52441	validation_1-mae:6012.10889
[1657]	validation_0-mae:3913.16162	validation_1-mae:6012.18457
[1658]	validation_0-mae:3912.65723	validation_1-mae:6012.24219
[1659]	validation_0-mae:3911.10815	validation_1-mae:6012.13770
[1660]	validation_0-mae:3910.32105	validation_1-mae:6012.28760
[1661]	validation_0-mae:3909.91846	validation_1-mae:6012.35449
[1662]	validation_0-mae:3909.37207	validation_1-mae:6012.32129
[1663]	validation_0-mae:3908.54663	validation_1-mae:6012.39746
[1664]	validation_0-mae:3907.94067	validation_1-mae:6012.56152
[1665]	validation_0-mae:3906.91162	validation_1-mae:6012.55566
[1666]	validation_0-mae:3906.55249	validation_1-mae:6012.75635
[1667]	validation_0-mae:3905.49341	validation_1-mae:6012.40674
[1668]	validation_0-mae:3904.25879	validation_1-mae:6012.93701
[1669]	validation_0-mae:3902.92725	validation_1-mae:6012.55322
[1670]	validation_0-mae:3902.07593	validation_1-mae:6011.87598
[1671]	validation_0-mae:3901.08862	validation_1-mae:6011.85010
[1672]	validation_0-mae:3899.51562	validation_1-mae:6012.18506
[1673]	validation_0-mae:3898.70068	validation_1-mae:6012.31250
[1674]	validation_0-mae:3897.83179	validation_1-mae:6012.39941
[1675]	validation_0-mae:3896.60889	validation_1-mae:6012.51611
[1676]	validation_0-mae:3895.61719	validation_1-mae:6012.03516
[1677]	validation_0-mae:3894.62988	validation_1-mae:6011.96387
[1678]	validation_0-mae:3893.28223	validation_1-mae:6012.15918
[1679]	validation_0-mae:3891.93286	validation_1-mae:6011.92188
[1680]	validation_0-mae:3890.84937	validation_1-mae:6011.52051
[1681]	validation_0-mae:3890.32519	validation_1-mae:6011.79443
[1682]	validation_0-mae:3889.56323	validation_1-mae:6012.06543
[1683]	validation_0-mae:3888.31396	validation_1-mae:6011.91895
[1684]	validation_0-mae:3888.00244	validation_1-mae:6011.94727
[1685]	validation_0-mae:3887.69360	validation_1-mae:6011.24365
[1686]	validation_0-mae:3887.35571	validation_1-mae:6011.32227
[1687]	validation_0-mae:3886.81616	validation_1-mae:6011.36719
[1688]	validation_0-mae:3886.60230	validation_1-mae:6011.24463
[1689]	validation_0-mae:3885.90503	validation_1-mae:6011.30176
[1690]	validation_0-mae:3885.50562	validation_1-mae:6011.39746
[1691]	validation_0-mae:3885.14868	validation_1-mae:6011.36865
[1692]	validation_0-mae:3884.34277	validation_1-mae:6011.42383
[1693]	validation_0-mae:3883.90771	validation_1-mae:6011.45850
[1694]	validation_0-mae:3883.41040	validation_1-mae:6011.13574
[1695]	validation_0-mae:3883.10059	validation_1-mae:6011.49512
[1696]	validation_0-mae:3882.04297	validation_1-mae:6011.69092
[1697]	validation_0-mae:3881.32788	validation_1-mae:6011.45166
[1698]	validation_0-mae:3880.05054	validation_1-mae:6011.27783
[1699]	validation_0-mae:3878.84253	validation_1-mae:6011.30225
Dropping: 150
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.35547
[15]	validation_0-mae:9084.22363	validation_1-mae:8904.93359
[16]	validation_0-mae:8802.57812	validation_1-mae:8633.53809
[17]	validation_0-mae:8567.55664	validation_1-mae:8407.92578
[18]	validation_0-mae:8374.67969	validation_1-mae:8219.72754
[19]	validation_0-mae:8212.46484	validation_1-mae:8065.86133
[20]	validation_0-mae:8070.81494	validation_1-mae:7941.24072
[21]	validation_0-mae:7947.66357	validation_1-mae:7833.55908
[22]	validation_0-mae:7849.03857	validation_1-mae:7743.81689
[23]	validation_0-mae:7765.11523	validation_1-mae:7672.28418
[24]	validation_0-mae:7681.93457	validation_1-mae:7596.43603
[25]	validation_0-mae:7610.31885	validation_1-mae:7535.29834
[26]	validation_0-mae:7554.52832	validation_1-mae:7488.62500
[27]	validation_0-mae:7495.63965	validation_1-mae:7437.00098
[28]	validation_0-mae:7441.85010	validation_1-mae:7389.28076
[29]	validation_0-mae:7395.35693	validation_1-mae:7347.05469
[30]	validation_0-mae:7349.14160	validation_1-mae:7307.59912
[31]	validation_0-mae:7319.31445	validation_1-mae:7287.73975
[32]	validation_0-mae:7289.45068	validation_1-mae:7266.53125
[33]	validation_0-mae:7252.67969	validation_1-mae:7237.58789
[34]	validation_0-mae:7224.00781	validation_1-mae:7217.96387
[35]	validation_0-mae:7201.42383	validation_1-mae:7203.33936
[36]	validation_0-mae:7181.40869	validation_1-mae:7195.70068
[37]	validation_0-mae:7153.17188	validation_1-mae:7171.74951
[38]	validation_0-mae:7134.20605	validation_1-mae:7159.67188
[39]	validation_0-mae:7116.47949	validation_1-mae:7149.69971
[40]	validation_0-mae:7097.08154	validation_1-mae:7138.56494
[41]	validation_0-mae:7078.35449	validation_1-mae:7128.98145
[42]	validation_0-mae:7063.07129	validation_1-mae:7115.20312
[43]	validation_0-mae:7045.72803	validation_1-mae:7101.77539
[44]	validation_0-mae:7029.13037	validation_1-mae:7093.00537
[45]	validation_0-mae:7010.72119	validation_1-mae:7081.69043
[46]	validation_0-mae:6984.25537	validation_1-mae:7057.53369
[47]	validation_0-mae:6965.28906	validation_1-mae:7040.66260
[48]	validation_0-mae:6950.87647	validation_1-mae:7031.96582
[49]	validation_0-mae:6939.70508	validation_1-mae:7024.12793
[50]	validation_0-mae:6925.70068	validation_1-mae:7010.92773
[51]	validation_0-mae:6912.59522	validation_1-mae:7004.55615
[52]	validation_0-mae:6895.74414	validation_1-mae:6991.05957
[53]	validation_0-mae:6882.99707	validation_1-mae:6982.53369
[54]	validation_0-mae:6872.07764	validation_1-mae:6973.18994
[55]	validation_0-mae:6850.53320	validation_1-mae:6959.14111
[56]	validation_0-mae:6832.46777	validation_1-mae:6944.12451
[57]	validation_0-mae:6823.69434	validation_1-mae:6939.38086
[58]	validation_0-mae:6810.28174	validation_1-mae:6930.74853
[59]	validation_0-mae:6798.02441	validation_1-mae:6920.91797
[60]	validation_0-mae:6783.44922	validation_1-mae:6909.16357
[61]	validation_0-mae:6767.53516	validation_1-mae:6894.29443
[62]	validation_0-mae:6758.33691	validation_1-mae:6888.42822
[63]	validation_0-mae:6751.11377	validation_1-mae:6883.18994
[64]	validation_0-mae:6735.46533	validation_1-mae:6873.05176
[65]	validation_0-mae:6721.10400	validation_1-mae:6861.93115
[66]	validation_0-mae:6709.82227	validation_1-mae:6853.68945
[67]	validation_0-mae:6695.42139	validation_1-mae:6842.22363
[68]	validation_0-mae:6680.56299	validation_1-mae:6831.26660
[69]	validation_0-mae:6670.49756	validation_1-mae:6823.96777
[70]	validation_0-mae:6661.48242	validation_1-mae:6817.88379
[71]	validation_0-mae:6651.52393	validation_1-mae:6812.20605
[72]	validation_0-mae:6639.71924	validation_1-mae:6803.33789
[73]	validation_0-mae:6626.40967	validation_1-mae:6791.72510
[74]	validation_0-mae:6613.01611	validation_1-mae:6780.39893
[75]	validation_0-mae:6607.12451	validation_1-mae:6775.41504
[76]	validation_0-mae:6597.85547	validation_1-mae:6769.64209
[77]	validation_0-mae:6587.39160	validation_1-mae:6763.38037
[78]	validation_0-mae:6578.36377	validation_1-mae:6757.73975
[79]	validation_0-mae:6570.86230	validation_1-mae:6752.15430
[80]	validation_0-mae:6562.16162	validation_1-mae:6744.07812
[81]	validation_0-mae:6551.03564	validation_1-mae:6731.68603
[82]	validation_0-mae:6543.62793	validation_1-mae:6726.19482
[83]	validation_0-mae:6537.06250	validation_1-mae:6723.95996
[84]	validation_0-mae:6525.60010	validation_1-mae:6716.08496
[85]	validation_0-mae:6513.25439	validation_1-mae:6705.71436
[86]	validation_0-mae:6507.01465	validation_1-mae:6702.72510
[87]	validation_0-mae:6500.27344	validation_1-mae:6697.14697
[88]	validation_0-mae:6491.32471	validation_1-mae:6691.34814
[89]	validation_0-mae:6486.17529	validation_1-mae:6688.43359
[90]	validation_0-mae:6478.24707	validation_1-mae:6686.40772
[91]	validation_0-mae:6470.29102	validation_1-mae:6680.83301
[92]	validation_0-mae:6464.95508	validation_1-mae:6676.50732
[93]	validation_0-mae:6457.60986	validation_1-mae:6669.80908
[94]	validation_0-mae:6450.77539	validation_1-mae:6666.83057
[95]	validation_0-mae:6440.57520	validation_1-mae:6658.68457
[96]	validation_0-mae:6436.34131	validation_1-mae:6655.53125
[97]	validation_0-mae:6431.01025	validation_1-mae:6653.01416
[98]	validation_0-mae:6424.63770	validation_1-mae:6649.83691
[99]	validation_0-mae:6413.34814	validation_1-mae:6645.92529
[100]	validation_0-mae:6407.86182	validation_1-mae:6642.79785
[101]	validation_0-mae:6404.40625	validation_1-mae:6641.44580
[102]	validation_0-mae:6395.36914	validation_1-mae:6633.93555
[103]	validation_0-mae:6390.46045	validation_1-mae:6631.03467
[104]	validation_0-mae:6382.51855	validation_1-mae:6625.97998
[105]	validation_0-mae:6369.14258	validation_1-mae:6615.02930
[106]	validation_0-mae:6365.42480	validation_1-mae:6612.58887
[107]	validation_0-mae:6362.53711	validation_1-mae:6611.39795
[108]	validation_0-mae:6356.19727	validation_1-mae:6606.80371
[109]	validation_0-mae:6350.91650	validation_1-mae:6604.13916
[110]	validation_0-mae:6343.07129	validation_1-mae:6600.61133
[111]	validation_0-mae:6339.72949	validation_1-mae:6597.24658
[112]	validation_0-mae:6332.61768	validation_1-mae:6591.19531
[113]	validation_0-mae:6325.72363	validation_1-mae:6587.88037
[114]	validation_0-mae:6318.04688	validation_1-mae:6583.65088
[115]	validation_0-mae:6309.71191	validation_1-mae:6579.15186
[116]	validation_0-mae:6304.24023	validation_1-mae:6574.87061
[117]	validation_0-mae:6299.82764	validation_1-mae:6572.93506
[118]	validation_0-mae:6297.52832	validation_1-mae:6570.74365
[119]	validation_0-mae:6291.12500	validation_1-mae:6568.75537
[120]	validation_0-mae:6284.87842	validation_1-mae:6565.41846
[121]	validation_0-mae:6281.72217	validation_1-mae:6565.21045
[122]	validation_0-mae:6275.06152	validation_1-mae:6561.34131
[123]	validation_0-mae:6271.40332	validation_1-mae:6558.22119
[124]	validation_0-mae:6266.63916	validation_1-mae:6556.96582
[125]	validation_0-mae:6262.76367	validation_1-mae:6555.13574
[126]	validation_0-mae:6260.28125	validation_1-mae:6553.32129
[127]	validation_0-mae:6253.03369	validation_1-mae:6548.19531
[128]	validation_0-mae:6242.61133	validation_1-mae:6541.38086
[129]	validation_0-mae:6237.67822	validation_1-mae:6538.79932
[130]	validation_0-mae:6232.33447	validation_1-mae:6535.12207
[131]	validation_0-mae:6227.74072	validation_1-mae:6533.62158
[132]	validation_0-mae:6219.01025	validation_1-mae:6526.65772
[133]	validation_0-mae:6213.54736	validation_1-mae:6523.78613
[134]	validation_0-mae:6210.56738	validation_1-mae:6521.71631
[135]	validation_0-mae:6203.95068	validation_1-mae:6518.64355
[136]	validation_0-mae:6199.70264	validation_1-mae:6517.76709
[137]	validation_0-mae:6196.64844	validation_1-mae:6517.02246
[138]	validation_0-mae:6194.53955	validation_1-mae:6515.84375
[139]	validation_0-mae:6190.33057	validation_1-mae:6514.02978
[140]	validation_0-mae:6186.79883	validation_1-mae:6513.25244
[141]	validation_0-mae:6178.43066	validation_1-mae:6508.47510
[142]	validation_0-mae:6172.71924	validation_1-mae:6504.84766
[143]	validation_0-mae:6168.86377	validation_1-mae:6502.87793
[144]	validation_0-mae:6164.35107	validation_1-mae:6498.20410
[145]	validation_0-mae:6161.01318	validation_1-mae:6496.82812
[146]	validation_0-mae:6156.76465	validation_1-mae:6493.91602
[147]	validation_0-mae:6152.71338	validation_1-mae:6490.39697
[148]	validation_0-mae:6149.69678	validation_1-mae:6489.78564
[149]	validation_0-mae:6145.53076	validation_1-mae:6489.40576
[150]	validation_0-mae:6142.90088	validation_1-mae:6488.66309
[151]	validation_0-mae:6137.66455	validation_1-mae:6485.46826
[152]	validation_0-mae:6134.27002	validation_1-mae:6483.49609
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[1691]	validation_0-mae:3888.60449	validation_1-mae:6006.98145
[1692]	validation_0-mae:3887.87598	validation_1-mae:6007.26270
[1693]	validation_0-mae:3886.91724	validation_1-mae:6007.40918
[1694]	validation_0-mae:3886.16113	validation_1-mae:6007.62256
[1695]	validation_0-mae:3885.81543	validation_1-mae:6007.55371
[1696]	validation_0-mae:3885.30591	validation_1-mae:6007.61523
[1697]	validation_0-mae:3884.79761	validation_1-mae:6007.48047
[1698]	validation_0-mae:3884.61279	validation_1-mae:6007.66064
[1699]	validation_0-mae:3883.75317	validation_1-mae:6008.05518
Dropping: diesel
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.35547
[15]	validation_0-mae:9084.22363	validation_1-mae:8904.93359
[16]	validation_0-mae:8802.57812	validation_1-mae:8633.53809
[17]	validation_0-mae:8567.55664	validation_1-mae:8407.92578
[18]	validation_0-mae:8374.67871	validation_1-mae:8219.72754
[19]	validation_0-mae:8212.46484	validation_1-mae:8065.86133
[20]	validation_0-mae:8070.81494	validation_1-mae:7941.24072
[21]	validation_0-mae:7947.66357	validation_1-mae:7833.55908
[22]	validation_0-mae:7849.03857	validation_1-mae:7743.81689
[23]	validation_0-mae:7765.11523	validation_1-mae:7672.28418
[24]	validation_0-mae:7681.93457	validation_1-mae:7596.43603
[25]	validation_0-mae:7610.31885	validation_1-mae:7535.29834
[26]	validation_0-mae:7554.52832	validation_1-mae:7488.62500
[27]	validation_0-mae:7495.63965	validation_1-mae:7437.00098
[28]	validation_0-mae:7441.85010	validation_1-mae:7389.28076
[29]	validation_0-mae:7395.35645	validation_1-mae:7347.05420
[30]	validation_0-mae:7349.14111	validation_1-mae:7307.59912
[31]	validation_0-mae:7319.31445	validation_1-mae:7287.73975
[32]	validation_0-mae:7289.78564	validation_1-mae:7267.22998
[33]	validation_0-mae:7253.03613	validation_1-mae:7238.26367
[34]	validation_0-mae:7224.37744	validation_1-mae:7218.63867
[35]	validation_0-mae:7201.78076	validation_1-mae:7203.98926
[36]	validation_0-mae:7181.76562	validation_1-mae:7196.51123
[37]	validation_0-mae:7153.54004	validation_1-mae:7172.68018
[38]	validation_0-mae:7134.61035	validation_1-mae:7160.60498
[39]	validation_0-mae:7116.90332	validation_1-mae:7150.58691
[40]	validation_0-mae:7097.44922	validation_1-mae:7139.45508
[41]	validation_0-mae:7079.02588	validation_1-mae:7129.21924
[42]	validation_0-mae:7063.72559	validation_1-mae:7115.42236
[43]	validation_0-mae:7046.37842	validation_1-mae:7102.30957
[44]	validation_0-mae:7029.62305	validation_1-mae:7093.07275
[45]	validation_0-mae:7006.46484	validation_1-mae:7073.50879
[46]	validation_0-mae:6993.10693	validation_1-mae:7066.63330
[47]	validation_0-mae:6972.63721	validation_1-mae:7047.10205
[48]	validation_0-mae:6959.72949	validation_1-mae:7038.76221
[49]	validation_0-mae:6946.22803	validation_1-mae:7028.22852
[50]	validation_0-mae:6927.90967	validation_1-mae:7011.11523
[51]	validation_0-mae:6915.48389	validation_1-mae:7004.22266
[52]	validation_0-mae:6901.91211	validation_1-mae:6995.50439
[53]	validation_0-mae:6884.00488	validation_1-mae:6981.76758
[54]	validation_0-mae:6866.62061	validation_1-mae:6967.78174
[55]	validation_0-mae:6858.45508	validation_1-mae:6961.92188
[56]	validation_0-mae:6846.49365	validation_1-mae:6952.89941
[57]	validation_0-mae:6830.93603	validation_1-mae:6943.86768
[58]	validation_0-mae:6815.09228	validation_1-mae:6932.53564
[59]	validation_0-mae:6802.53857	validation_1-mae:6925.20215
[60]	validation_0-mae:6791.28760	validation_1-mae:6915.50342
[61]	validation_0-mae:6774.01758	validation_1-mae:6900.97803
[62]	validation_0-mae:6757.55859	validation_1-mae:6889.97754
[63]	validation_0-mae:6745.57031	validation_1-mae:6879.10059
[64]	validation_0-mae:6734.46289	validation_1-mae:6869.82568
[65]	validation_0-mae:6723.69092	validation_1-mae:6861.87158
[66]	validation_0-mae:6712.87744	validation_1-mae:6854.68408
[67]	validation_0-mae:6702.66553	validation_1-mae:6844.90381
[68]	validation_0-mae:6691.07324	validation_1-mae:6835.27588
[69]	validation_0-mae:6681.59717	validation_1-mae:6829.45801
[70]	validation_0-mae:6673.42822	validation_1-mae:6824.61328
[71]	validation_0-mae:6663.12109	validation_1-mae:6818.59375
[72]	validation_0-mae:6649.07812	validation_1-mae:6807.46094
[73]	validation_0-mae:6639.18603	validation_1-mae:6800.98633
[74]	validation_0-mae:6627.73779	validation_1-mae:6791.35254
[75]	validation_0-mae:6619.56445	validation_1-mae:6785.10889
[76]	validation_0-mae:6607.86328	validation_1-mae:6779.48779
[77]	validation_0-mae:6600.97656	validation_1-mae:6775.09717
[78]	validation_0-mae:6590.56055	validation_1-mae:6767.20410
[79]	validation_0-mae:6579.31348	validation_1-mae:6758.20264
[80]	validation_0-mae:6570.84424	validation_1-mae:6752.13623
[81]	validation_0-mae:6566.55957	validation_1-mae:6748.60107
[82]	validation_0-mae:6554.56494	validation_1-mae:6741.96680
[83]	validation_0-mae:6549.73535	validation_1-mae:6740.91455
[84]	validation_0-mae:6541.32812	validation_1-mae:6735.73193
[85]	validation_0-mae:6533.86572	validation_1-mae:6730.10107
[86]	validation_0-mae:6527.22412	validation_1-mae:6726.55322
[87]	validation_0-mae:6520.35156	validation_1-mae:6720.94873
[88]	validation_0-mae:6513.04883	validation_1-mae:6714.42041
[89]	validation_0-mae:6505.66309	validation_1-mae:6708.74609
[90]	validation_0-mae:6498.65186	validation_1-mae:6705.63525
[91]	validation_0-mae:6489.82617	validation_1-mae:6700.08740
[92]	validation_0-mae:6485.36377	validation_1-mae:6695.75586
[93]	validation_0-mae:6474.95166	validation_1-mae:6687.78760
[94]	validation_0-mae:6464.68262	validation_1-mae:6679.92969
[95]	validation_0-mae:6458.92334	validation_1-mae:6675.02832
[96]	validation_0-mae:6455.34473	validation_1-mae:6672.14648
[97]	validation_0-mae:6449.19434	validation_1-mae:6668.64062
[98]	validation_0-mae:6446.09277	validation_1-mae:6665.69385
[99]	validation_0-mae:6441.13525	validation_1-mae:6662.66455
[100]	validation_0-mae:6431.56006	validation_1-mae:6656.26758
[101]	validation_0-mae:6423.53516	validation_1-mae:6650.57275
[102]	validation_0-mae:6418.03760	validation_1-mae:6646.79590
[103]	validation_0-mae:6411.71582	validation_1-mae:6641.59766
[104]	validation_0-mae:6407.72266	validation_1-mae:6639.81836
[105]	validation_0-mae:6403.39648	validation_1-mae:6637.01562
[106]	validation_0-mae:6399.14160	validation_1-mae:6634.20166
[107]	validation_0-mae:6393.28809	validation_1-mae:6628.73486
[108]	validation_0-mae:6388.37744	validation_1-mae:6625.17725
[109]	validation_0-mae:6382.50488	validation_1-mae:6622.29395
[110]	validation_0-mae:6378.31494	validation_1-mae:6619.94824
[111]	validation_0-mae:6369.22705	validation_1-mae:6613.35352
[112]	validation_0-mae:6362.49658	validation_1-mae:6608.34522
[113]	validation_0-mae:6359.11133	validation_1-mae:6606.18799
[114]	validation_0-mae:6354.23340	validation_1-mae:6602.71436
[115]	validation_0-mae:6348.23486	validation_1-mae:6600.43799
[116]	validation_0-mae:6339.48926	validation_1-mae:6593.73975
[117]	validation_0-mae:6334.14502	validation_1-mae:6588.98340
[118]	validation_0-mae:6330.30664	validation_1-mae:6586.29248
[119]	validation_0-mae:6325.43555	validation_1-mae:6583.72266
[120]	validation_0-mae:6322.33545	validation_1-mae:6581.69824
[121]	validation_0-mae:6316.08447	validation_1-mae:6577.07812
[122]	validation_0-mae:6308.81445	validation_1-mae:6573.93115
[123]	validation_0-mae:6304.51807	validation_1-mae:6570.12500
[124]	validation_0-mae:6295.41309	validation_1-mae:6563.88086
[125]	validation_0-mae:6292.77344	validation_1-mae:6563.29834
[126]	validation_0-mae:6285.47022	validation_1-mae:6558.54688
[127]	validation_0-mae:6280.89111	validation_1-mae:6556.19141
[128]	validation_0-mae:6276.41846	validation_1-mae:6553.17969
[129]	validation_0-mae:6272.44189	validation_1-mae:6550.41064
[130]	validation_0-mae:6268.17334	validation_1-mae:6546.70410
[131]	validation_0-mae:6261.99219	validation_1-mae:6544.78711
[132]	validation_0-mae:6258.47168	validation_1-mae:6543.55566
[133]	validation_0-mae:6253.25439	validation_1-mae:6539.67871
[134]	validation_0-mae:6250.32031	validation_1-mae:6537.47168
[135]	validation_0-mae:6245.95703	validation_1-mae:6535.32227
[136]	validation_0-mae:6240.48193	validation_1-mae:6531.98291
[137]	validation_0-mae:6235.30127	validation_1-mae:6528.42725
[138]	validation_0-mae:6232.18750	validation_1-mae:6526.55078
[139]	validation_0-mae:6225.54395	validation_1-mae:6522.12549
[140]	validation_0-mae:6222.49658	validation_1-mae:6520.70361
[141]	validation_0-mae:6218.82715	validation_1-mae:6518.06592
[142]	validation_0-mae:6212.22070	validation_1-mae:6514.76318
[143]	validation_0-mae:6206.40625	validation_1-mae:6510.72852
[144]	validation_0-mae:6198.49805	validation_1-mae:6503.59766
[145]	validation_0-mae:6193.17725	validation_1-mae:6499.18311
[146]	validation_0-mae:6190.29102	validation_1-mae:6497.07959
[147]	validation_0-mae:6186.78711	validation_1-mae:6495.07031
[148]	validation_0-mae:6182.38086	validation_1-mae:6493.67871
[149]	validation_0-mae:6177.21875	validation_1-mae:6491.49072
[150]	validation_0-mae:6169.82666	validation_1-mae:6485.13330
[151]	validation_0-mae:6166.92822	validation_1-mae:6484.34228
[152]	validation_0-mae:6164.10107	validation_1-mae:6482.88232
[153]	validation_0-mae:6160.94824	validation_1-mae:6481.35840
[154]	validation_0-mae:6156.02100	validation_1-mae:6478.47998
[155]	validation_0-mae:6150.49561	validation_1-mae:6476.11719
[156]	validation_0-mae:6145.44238	validation_1-mae:6472.34424
[157]	validation_0-mae:6141.64404	validation_1-mae:6471.37207
[158]	validation_0-mae:6139.14111	validation_1-mae:6470.67383
[159]	validation_0-mae:6135.58984	validation_1-mae:6468.86279
[160]	validation_0-mae:6131.35254	validation_1-mae:6466.76025
[161]	validation_0-mae:6128.15674	validation_1-mae:6465.38770
[162]	validation_0-mae:6125.03467	validation_1-mae:6463.29004
[163]	validation_0-mae:6122.18213	validation_1-mae:6461.95898
[164]	validation_0-mae:6115.90430	validation_1-mae:6459.13232
[165]	validation_0-mae:6111.99316	validation_1-mae:6457.21436
[166]	validation_0-mae:6109.04297	validation_1-mae:6454.92773
[167]	validation_0-mae:6102.41064	validation_1-mae:6449.53760
[168]	validation_0-mae:6099.20166	validation_1-mae:6447.88672
[169]	validation_0-mae:6096.45996	validation_1-mae:6446.29395
[170]	validation_0-mae:6092.25781	validation_1-mae:6444.82129
[171]	validation_0-mae:6090.34814	validation_1-mae:6443.46094
[172]	validation_0-mae:6085.80078	validation_1-mae:6441.72022
[173]	validation_0-mae:6084.09180	validation_1-mae:6442.16992
[174]	validation_0-mae:6079.53174	validation_1-mae:6440.56006
[175]	validation_0-mae:6077.89697	validation_1-mae:6440.02734
[176]	validation_0-mae:6073.61670	validation_1-mae:6440.04980
[177]	validation_0-mae:6068.35498	validation_1-mae:6438.38281
[178]	validation_0-mae:6066.30176	validation_1-mae:6437.88721
[179]	validation_0-mae:6061.06836	validation_1-mae:6435.75342
[180]	validation_0-mae:6058.38086	validation_1-mae:6435.29736
[181]	validation_0-mae:6053.78467	validation_1-mae:6433.09912
[182]	validation_0-mae:6048.75098	validation_1-mae:6430.30322
[183]	validation_0-mae:6046.60889	validation_1-mae:6429.26074
[184]	validation_0-mae:6043.73926	validation_1-mae:6428.22656
[185]	validation_0-mae:6041.65186	validation_1-mae:6426.94824
[186]	validation_0-mae:6037.35400	validation_1-mae:6423.76025
[187]	validation_0-mae:6034.37939	validation_1-mae:6421.98535
[188]	validation_0-mae:6030.02246	validation_1-mae:6419.85596
[189]	validation_0-mae:6026.62061	validation_1-mae:6420.01367
[190]	validation_0-mae:6022.95703	validation_1-mae:6418.45361
[191]	validation_0-mae:6020.10938	validation_1-mae:6417.39209
[192]	validation_0-mae:6019.25732	validation_1-mae:6417.32666
[193]	validation_0-mae:6017.18555	validation_1-mae:6416.01172
[194]	validation_0-mae:6013.14258	validation_1-mae:6414.36768
[195]	validation_0-mae:6009.11035	validation_1-mae:6412.17871
[196]	validation_0-mae:6006.34473	validation_1-mae:6411.65772
[197]	validation_0-mae:6004.48682	validation_1-mae:6411.53369
[198]	validation_0-mae:6001.49072	validation_1-mae:6409.65137
[199]	validation_0-mae:5998.99658	validation_1-mae:6409.58789
[200]	validation_0-mae:5993.61328	validation_1-mae:6407.34424
[201]	validation_0-mae:5990.88086	validation_1-mae:6407.53125
[202]	validation_0-mae:5988.63330	validation_1-mae:6407.13428
[203]	validation_0-mae:5986.56982	validation_1-mae:6406.65234
[204]	validation_0-mae:5984.84912	validation_1-mae:6406.29590
[205]	validation_0-mae:5982.77783	validation_1-mae:6406.13330
[206]	validation_0-mae:5978.14844	validation_1-mae:6403.06592
[207]	validation_0-mae:5972.58398	validation_1-mae:6399.77734
[208]	validation_0-mae:5968.72900	validation_1-mae:6397.16504
[209]	validation_0-mae:5965.91895	validation_1-mae:6395.96143
[210]	validation_0-mae:5961.52490	validation_1-mae:6393.95166
[211]	validation_0-mae:5958.69629	validation_1-mae:6392.65137
[212]	validation_0-mae:5955.88525	validation_1-mae:6391.49023
[213]	validation_0-mae:5951.99853	validation_1-mae:6389.51562
[214]	validation_0-mae:5949.97412	validation_1-mae:6389.03320
[215]	validation_0-mae:5946.21533	validation_1-mae:6386.65918
[216]	validation_0-mae:5944.38525	validation_1-mae:6386.37061
[217]	validation_0-mae:5939.96387	validation_1-mae:6384.82031
[218]	validation_0-mae:5934.11719	validation_1-mae:6384.51709
[219]	validation_0-mae:5931.29150	validation_1-mae:6384.44775
[220]	validation_0-mae:5927.83740	validation_1-mae:6383.52246
[221]	validation_0-mae:5923.61182	validation_1-mae:6381.77832
[222]	validation_0-mae:5919.33496	validation_1-mae:6379.68164
[223]	validation_0-mae:5916.74658	validation_1-mae:6378.53223
[224]	validation_0-mae:5911.85400	validation_1-mae:6373.61621
[225]	validation_0-mae:5908.65381	validation_1-mae:6373.55225
[226]	validation_0-mae:5906.35938	validation_1-mae:6372.53174
[227]	validation_0-mae:5905.97998	validation_1-mae:6372.41797
[228]	validation_0-mae:5903.13428	validation_1-mae:6370.56689
[229]	validation_0-mae:5897.81934	validation_1-mae:6368.52783
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[231]	validation_0-mae:5891.40234	validation_1-mae:6365.30322
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[242]	validation_0-mae:5859.51514	validation_1-mae:6353.58984
[243]	validation_0-mae:5856.62256	validation_1-mae:6352.17725
[244]	validation_0-mae:5855.87061	validation_1-mae:6352.18115
[245]	validation_0-mae:5848.75879	validation_1-mae:6350.20508
[246]	validation_0-mae:5843.19971	validation_1-mae:6347.93213
[247]	validation_0-mae:5840.28906	validation_1-mae:6347.30469
[248]	validation_0-mae:5837.63574	validation_1-mae:6344.93945
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[1532]	validation_0-mae:3991.34155	validation_1-mae:6006.39697
[1533]	validation_0-mae:3990.72266	validation_1-mae:6006.24853
[1534]	validation_0-mae:3989.33594	validation_1-mae:6006.00244
[1535]	validation_0-mae:3988.40820	validation_1-mae:6005.82129
[1536]	validation_0-mae:3986.96729	validation_1-mae:6005.32227
[1537]	validation_0-mae:3985.92310	validation_1-mae:6004.73145
[1538]	validation_0-mae:3984.40649	validation_1-mae:6004.76904
[1539]	validation_0-mae:3983.15503	validation_1-mae:6005.09424
[1540]	validation_0-mae:3982.35889	validation_1-mae:6005.17090
[1541]	validation_0-mae:3981.61279	validation_1-mae:6005.70312
[1542]	validation_0-mae:3980.77466	validation_1-mae:6005.89258
[1543]	validation_0-mae:3980.38184	validation_1-mae:6006.05127
[1544]	validation_0-mae:3979.70410	validation_1-mae:6005.98193
[1545]	validation_0-mae:3979.37036	validation_1-mae:6006.07764
[1546]	validation_0-mae:3978.94849	validation_1-mae:6006.19482
[1547]	validation_0-mae:3977.84473	validation_1-mae:6005.83789
[1548]	validation_0-mae:3976.72070	validation_1-mae:6006.33594
[1549]	validation_0-mae:3975.35815	validation_1-mae:6006.44971
[1550]	validation_0-mae:3973.92895	validation_1-mae:6006.88135
[1551]	validation_0-mae:3972.94043	validation_1-mae:6006.75684
[1552]	validation_0-mae:3971.76929	validation_1-mae:6006.97852
[1553]	validation_0-mae:3971.00610	validation_1-mae:6007.14551
[1554]	validation_0-mae:3970.57495	validation_1-mae:6007.34473
[1555]	validation_0-mae:3969.81421	validation_1-mae:6007.17188
[1556]	validation_0-mae:3968.80713	validation_1-mae:6006.85107
[1557]	validation_0-mae:3968.19653	validation_1-mae:6006.85400
[1558]	validation_0-mae:3967.22827	validation_1-mae:6007.08301
[1559]	validation_0-mae:3966.21460	validation_1-mae:6006.50586
[1560]	validation_0-mae:3965.28174	validation_1-mae:6006.35791
[1561]	validation_0-mae:3964.49512	validation_1-mae:6006.37842
[1562]	validation_0-mae:3963.73731	validation_1-mae:6006.29248
[1563]	validation_0-mae:3962.75513	validation_1-mae:6006.22656
[1564]	validation_0-mae:3962.03369	validation_1-mae:6006.46191
[1565]	validation_0-mae:3960.83447	validation_1-mae:6006.17871
[1566]	validation_0-mae:3960.32837	validation_1-mae:6006.47461
[1567]	validation_0-mae:3960.02417	validation_1-mae:6006.29004
[1568]	validation_0-mae:3958.35230	validation_1-mae:6006.09473
[1569]	validation_0-mae:3957.41602	validation_1-mae:6006.24463
[1570]	validation_0-mae:3957.15088	validation_1-mae:6006.35010
[1571]	validation_0-mae:3957.02881	validation_1-mae:6006.31885
[1572]	validation_0-mae:3956.51611	validation_1-mae:6006.50391
[1573]	validation_0-mae:3955.12134	validation_1-mae:6007.12402
[1574]	validation_0-mae:3954.55811	validation_1-mae:6007.40869
[1575]	validation_0-mae:3953.62964	validation_1-mae:6007.32471
[1576]	validation_0-mae:3952.62134	validation_1-mae:6007.50147
[1577]	validation_0-mae:3951.02002	validation_1-mae:6006.97119
[1578]	validation_0-mae:3950.73511	validation_1-mae:6007.06494
[1579]	validation_0-mae:3949.82861	validation_1-mae:6006.95605
[1580]	validation_0-mae:3949.15576	validation_1-mae:6006.84668
[1581]	validation_0-mae:3948.60400	validation_1-mae:6006.60303
[1582]	validation_0-mae:3947.45581	validation_1-mae:6006.42676
[1583]	validation_0-mae:3946.66943	validation_1-mae:6006.66064
[1584]	validation_0-mae:3945.50269	validation_1-mae:6006.43897
[1585]	validation_0-mae:3944.54932	validation_1-mae:6006.36475
[1586]	validation_0-mae:3943.45190	validation_1-mae:6006.09082
[1587]	validation_0-mae:3942.84497	validation_1-mae:6005.90478
[1588]	validation_0-mae:3942.18091	validation_1-mae:6005.82178
[1589]	validation_0-mae:3941.37622	validation_1-mae:6005.62207
[1590]	validation_0-mae:3940.23047	validation_1-mae:6005.56836
[1591]	validation_0-mae:3939.40454	validation_1-mae:6005.85986
[1592]	validation_0-mae:3939.27539	validation_1-mae:6005.85156
[1593]	validation_0-mae:3938.81348	validation_1-mae:6005.83398
[1594]	validation_0-mae:3937.54248	validation_1-mae:6005.20068
[1595]	validation_0-mae:3936.73950	validation_1-mae:6005.06836
[1596]	validation_0-mae:3935.58984	validation_1-mae:6005.39062
[1597]	validation_0-mae:3934.47192	validation_1-mae:6005.45654
[1598]	validation_0-mae:3933.61060	validation_1-mae:6005.29736
[1599]	validation_0-mae:3932.81445	validation_1-mae:6004.88135
[1600]	validation_0-mae:3932.16626	validation_1-mae:6005.10352
[1601]	validation_0-mae:3931.22852	validation_1-mae:6004.91895
[1602]	validation_0-mae:3930.35181	validation_1-mae:6004.81641
[1603]	validation_0-mae:3929.83838	validation_1-mae:6005.08887
[1604]	validation_0-mae:3928.86304	validation_1-mae:6005.10547
[1605]	validation_0-mae:3928.19336	validation_1-mae:6005.62598
[1606]	validation_0-mae:3927.28711	validation_1-mae:6005.89844
[1607]	validation_0-mae:3926.22290	validation_1-mae:6005.64600
[1608]	validation_0-mae:3925.49707	validation_1-mae:6005.37793
[1609]	validation_0-mae:3924.60644	validation_1-mae:6005.31103
[1610]	validation_0-mae:3923.95874	validation_1-mae:6005.43066
[1611]	validation_0-mae:3923.03711	validation_1-mae:6005.09033
[1612]	validation_0-mae:3922.48950	validation_1-mae:6004.99316
[1613]	validation_0-mae:3921.11401	validation_1-mae:6005.10840
[1614]	validation_0-mae:3920.25903	validation_1-mae:6005.30811
[1615]	validation_0-mae:3919.02441	validation_1-mae:6005.39746
[1616]	validation_0-mae:3918.48657	validation_1-mae:6005.32080
[1617]	validation_0-mae:3917.94946	validation_1-mae:6005.53467
[1618]	validation_0-mae:3916.62354	validation_1-mae:6005.89795
[1619]	validation_0-mae:3915.93506	validation_1-mae:6005.86621
[1620]	validation_0-mae:3914.98804	validation_1-mae:6005.88867
[1621]	validation_0-mae:3914.54639	validation_1-mae:6006.22705
[1622]	validation_0-mae:3913.90845	validation_1-mae:6006.24268
[1623]	validation_0-mae:3913.27368	validation_1-mae:6006.25000
[1624]	validation_0-mae:3911.56812	validation_1-mae:6006.17139
[1625]	validation_0-mae:3910.85132	validation_1-mae:6006.33203
[1626]	validation_0-mae:3909.47266	validation_1-mae:6006.56494
[1627]	validation_0-mae:3907.87280	validation_1-mae:6007.07520
[1628]	validation_0-mae:3907.27539	validation_1-mae:6006.83301
[1629]	validation_0-mae:3905.78711	validation_1-mae:6007.02490
[1630]	validation_0-mae:3904.91968	validation_1-mae:6006.64697
[1631]	validation_0-mae:3904.09985	validation_1-mae:6006.50439
[1632]	validation_0-mae:3903.49829	validation_1-mae:6005.97119
[1633]	validation_0-mae:3903.09814	validation_1-mae:6006.19385
[1634]	validation_0-mae:3901.62183	validation_1-mae:6005.70459
[1635]	validation_0-mae:3900.76025	validation_1-mae:6005.45752
[1636]	validation_0-mae:3900.21094	validation_1-mae:6005.51660
[1637]	validation_0-mae:3899.26074	validation_1-mae:6006.03711
[1638]	validation_0-mae:3898.60327	validation_1-mae:6005.77100
[1639]	validation_0-mae:3897.86914	validation_1-mae:6005.68701
[1640]	validation_0-mae:3897.34546	validation_1-mae:6005.68262
[1641]	validation_0-mae:3896.56104	validation_1-mae:6005.71777
[1642]	validation_0-mae:3896.36792	validation_1-mae:6005.80957
[1643]	validation_0-mae:3895.61645	validation_1-mae:6005.87988
[1644]	validation_0-mae:3894.07007	validation_1-mae:6006.56201
[1645]	validation_0-mae:3892.65161	validation_1-mae:6006.05957
[1646]	validation_0-mae:3891.80005	validation_1-mae:6006.20166
[1647]	validation_0-mae:3890.82739	validation_1-mae:6006.56689
[1648]	validation_0-mae:3889.17993	validation_1-mae:6006.07617
[1649]	validation_0-mae:3888.31396	validation_1-mae:6006.33203
[1650]	validation_0-mae:3887.47583	validation_1-mae:6006.28125
[1651]	validation_0-mae:3886.45410	validation_1-mae:6007.22168
[1652]	validation_0-mae:3885.41187	validation_1-mae:6007.48047
[1653]	validation_0-mae:3884.60278	validation_1-mae:6007.29980
[1654]	validation_0-mae:3883.70435	validation_1-mae:6006.88867
[1655]	validation_0-mae:3883.15723	validation_1-mae:6007.08154
[1656]	validation_0-mae:3882.71411	validation_1-mae:6007.41943
[1657]	validation_0-mae:3881.81714	validation_1-mae:6007.63721
[1658]	validation_0-mae:3880.67065	validation_1-mae:6007.32617
[1659]	validation_0-mae:3879.29004	validation_1-mae:6007.30566
[1660]	validation_0-mae:3878.76416	validation_1-mae:6007.22949
[1661]	validation_0-mae:3878.08057	validation_1-mae:6007.29834
[1662]	validation_0-mae:3877.31128	validation_1-mae:6007.55420
[1663]	validation_0-mae:3876.23975	validation_1-mae:6007.36914
[1664]	validation_0-mae:3875.68066	validation_1-mae:6007.39502
[1665]	validation_0-mae:3874.42627	validation_1-mae:6007.55273
[1666]	validation_0-mae:3873.63110	validation_1-mae:6007.59277
[1667]	validation_0-mae:3872.86987	validation_1-mae:6007.24072
[1668]	validation_0-mae:3871.90601	validation_1-mae:6007.31201
[1669]	validation_0-mae:3870.98755	validation_1-mae:6007.04395
[1670]	validation_0-mae:3870.32837	validation_1-mae:6007.14551
[1671]	validation_0-mae:3869.79639	validation_1-mae:6007.57910
[1672]	validation_0-mae:3869.06860	validation_1-mae:6007.40918
[1673]	validation_0-mae:3867.66333	validation_1-mae:6007.48291
[1674]	validation_0-mae:3867.16748	validation_1-mae:6007.42139
[1675]	validation_0-mae:3866.19531	validation_1-mae:6007.36084
[1676]	validation_0-mae:3865.76807	validation_1-mae:6007.16797
[1677]	validation_0-mae:3864.54712	validation_1-mae:6008.42676
[1678]	validation_0-mae:3864.10498	validation_1-mae:6008.53760
[1679]	validation_0-mae:3863.48120	validation_1-mae:6008.49023
[1680]	validation_0-mae:3862.43530	validation_1-mae:6008.04395
[1681]	validation_0-mae:3862.23267	validation_1-mae:6008.03076
[1682]	validation_0-mae:3861.80737	validation_1-mae:6008.05518
[1683]	validation_0-mae:3860.45190	validation_1-mae:6008.56836
[1684]	validation_0-mae:3860.01660	validation_1-mae:6008.63037
[1685]	validation_0-mae:3859.97266	validation_1-mae:6008.72900
[1686]	validation_0-mae:3859.89722	validation_1-mae:6008.61670
[1687]	validation_0-mae:3859.44482	validation_1-mae:6008.81641
[1688]	validation_0-mae:3859.14331	validation_1-mae:6008.94434
[1689]	validation_0-mae:3858.89209	validation_1-mae:6009.03125
[1690]	validation_0-mae:3857.85376	validation_1-mae:6008.95703
[1691]	validation_0-mae:3857.23120	validation_1-mae:6008.91699
[1692]	validation_0-mae:3856.26782	validation_1-mae:6009.01221
[1693]	validation_0-mae:3855.66235	validation_1-mae:6009.08691
[1694]	validation_0-mae:3855.19238	validation_1-mae:6008.93994
[1695]	validation_0-mae:3854.87939	validation_1-mae:6009.15332
[1696]	validation_0-mae:3854.45630	validation_1-mae:6009.35156
[1697]	validation_0-mae:3853.94116	validation_1-mae:6009.35791
[1698]	validation_0-mae:3853.32910	validation_1-mae:6009.27100
[1699]	validation_0-mae:3852.83179	validation_1-mae:6009.47168
Dropping: niem
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.10840
[7]	validation_0-mae:14475.86523	validation_1-mae:14245.94043
[8]	validation_0-mae:13346.72363	validation_1-mae:13123.75098
[9]	validation_0-mae:12383.51367	validation_1-mae:12163.97363
[10]	validation_0-mae:11563.51367	validation_1-mae:11347.84766
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.19727
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.77930
[13]	validation_0-mae:9819.80371	validation_1-mae:9623.20703
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.73731
[15]	validation_0-mae:9084.22363	validation_1-mae:8905.31543
[16]	validation_0-mae:8802.57812	validation_1-mae:8633.91992
[17]	validation_0-mae:8567.55664	validation_1-mae:8408.30762
[18]	validation_0-mae:8374.67871	validation_1-mae:8220.11035
[19]	validation_0-mae:8212.46484	validation_1-mae:8066.24414
[20]	validation_0-mae:8070.81494	validation_1-mae:7941.62256
[21]	validation_0-mae:7947.66357	validation_1-mae:7833.94141
[22]	validation_0-mae:7849.03857	validation_1-mae:7744.65527
[23]	validation_0-mae:7765.11523	validation_1-mae:7673.12305
[24]	validation_0-mae:7681.93457	validation_1-mae:7597.27441
[25]	validation_0-mae:7610.31885	validation_1-mae:7536.13672
[26]	validation_0-mae:7554.52832	validation_1-mae:7489.46338
[27]	validation_0-mae:7495.63965	validation_1-mae:7437.83984
[28]	validation_0-mae:7441.85010	validation_1-mae:7390.11914
[29]	validation_0-mae:7395.35645	validation_1-mae:7347.89355
[30]	validation_0-mae:7349.14111	validation_1-mae:7308.43750
[31]	validation_0-mae:7319.31445	validation_1-mae:7288.57861
[32]	validation_0-mae:7289.78564	validation_1-mae:7268.06836
[33]	validation_0-mae:7253.03613	validation_1-mae:7239.10205
[34]	validation_0-mae:7224.37744	validation_1-mae:7219.47754
[35]	validation_0-mae:7201.78076	validation_1-mae:7204.82764
[36]	validation_0-mae:7181.76562	validation_1-mae:7197.34961
[37]	validation_0-mae:7153.54004	validation_1-mae:7173.51855
[38]	validation_0-mae:7134.61035	validation_1-mae:7161.76074
[39]	validation_0-mae:7116.90332	validation_1-mae:7151.74219
[40]	validation_0-mae:7097.44922	validation_1-mae:7140.61084
[41]	validation_0-mae:7079.02588	validation_1-mae:7130.37451
[42]	validation_0-mae:7063.72559	validation_1-mae:7116.57764
[43]	validation_0-mae:7046.37842	validation_1-mae:7103.46484
[44]	validation_0-mae:7029.62305	validation_1-mae:7094.29150
[45]	validation_0-mae:7006.46484	validation_1-mae:7074.72754
[46]	validation_0-mae:6993.10791	validation_1-mae:7067.85156
[47]	validation_0-mae:6972.63721	validation_1-mae:7048.32031
[48]	validation_0-mae:6959.72949	validation_1-mae:7039.98047
[49]	validation_0-mae:6946.22803	validation_1-mae:7029.44727
[50]	validation_0-mae:6927.90967	validation_1-mae:7012.33350
[51]	validation_0-mae:6915.48389	validation_1-mae:7005.44092
[52]	validation_0-mae:6901.91211	validation_1-mae:6996.72314
[53]	validation_0-mae:6884.00488	validation_1-mae:6982.98584
[54]	validation_0-mae:6866.62061	validation_1-mae:6969.00000
[55]	validation_0-mae:6858.45508	validation_1-mae:6963.14014
[56]	validation_0-mae:6846.49365	validation_1-mae:6954.11768
[57]	validation_0-mae:6830.93652	validation_1-mae:6945.25098
[58]	validation_0-mae:6815.09228	validation_1-mae:6933.91895
[59]	validation_0-mae:6802.53906	validation_1-mae:6926.58545
[60]	validation_0-mae:6791.28760	validation_1-mae:6916.88623
[61]	validation_0-mae:6774.01758	validation_1-mae:6902.36084
[62]	validation_0-mae:6757.55859	validation_1-mae:6891.36084
[63]	validation_0-mae:6745.57031	validation_1-mae:6880.48389
[64]	validation_0-mae:6734.46289	validation_1-mae:6871.20898
[65]	validation_0-mae:6723.69092	validation_1-mae:6863.25488
[66]	validation_0-mae:6712.87744	validation_1-mae:6856.06738
[67]	validation_0-mae:6702.66553	validation_1-mae:6846.28662
[68]	validation_0-mae:6691.07324	validation_1-mae:6836.65918
[69]	validation_0-mae:6681.59717	validation_1-mae:6830.84131
[70]	validation_0-mae:6673.42822	validation_1-mae:6825.99658
[71]	validation_0-mae:6663.12109	validation_1-mae:6819.97705
[72]	validation_0-mae:6649.07812	validation_1-mae:6808.84424
[73]	validation_0-mae:6639.18603	validation_1-mae:6802.36963
[74]	validation_0-mae:6627.73779	validation_1-mae:6792.73584
[75]	validation_0-mae:6619.56445	validation_1-mae:6786.49853
[76]	validation_0-mae:6607.86328	validation_1-mae:6780.87451
[77]	validation_0-mae:6600.97656	validation_1-mae:6776.48145
[78]	validation_0-mae:6590.56152	validation_1-mae:6768.58740
[79]	validation_0-mae:6579.31348	validation_1-mae:6759.58594
[80]	validation_0-mae:6570.84424	validation_1-mae:6753.51953
[81]	validation_0-mae:6566.55957	validation_1-mae:6749.99853
[82]	validation_0-mae:6554.56494	validation_1-mae:6743.16602
[83]	validation_0-mae:6549.73535	validation_1-mae:6742.11426
[84]	validation_0-mae:6541.32812	validation_1-mae:6736.86475
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[1624]	validation_0-mae:3945.38355	validation_1-mae:6026.84863
[1625]	validation_0-mae:3944.77563	validation_1-mae:6026.71631
[1626]	validation_0-mae:3943.42236	validation_1-mae:6026.87109
[1627]	validation_0-mae:3942.88062	validation_1-mae:6026.96973
[1628]	validation_0-mae:3941.94995	validation_1-mae:6027.19531
[1629]	validation_0-mae:3940.74878	validation_1-mae:6027.34277
[1630]	validation_0-mae:3940.01050	validation_1-mae:6027.52295
[1631]	validation_0-mae:3939.36645	validation_1-mae:6027.32715
[1632]	validation_0-mae:3938.07690	validation_1-mae:6027.57178
[1633]	validation_0-mae:3937.23999	validation_1-mae:6027.40478
[1634]	validation_0-mae:3936.49902	validation_1-mae:6027.79346
[1635]	validation_0-mae:3935.59497	validation_1-mae:6027.94141
[1636]	validation_0-mae:3934.58984	validation_1-mae:6027.81934
[1637]	validation_0-mae:3934.07495	validation_1-mae:6027.80176
[1638]	validation_0-mae:3931.98608	validation_1-mae:6027.45215
[1639]	validation_0-mae:3930.77100	validation_1-mae:6026.96582
[1640]	validation_0-mae:3929.75513	validation_1-mae:6027.28662
[1641]	validation_0-mae:3929.13574	validation_1-mae:6028.01465
[1642]	validation_0-mae:3928.46875	validation_1-mae:6028.25049
[1643]	validation_0-mae:3927.79175	validation_1-mae:6028.22607
[1644]	validation_0-mae:3926.93530	validation_1-mae:6028.24316
[1645]	validation_0-mae:3926.19873	validation_1-mae:6028.10059
[1646]	validation_0-mae:3925.51001	validation_1-mae:6027.95703
[1647]	validation_0-mae:3924.63379	validation_1-mae:6027.93652
[1648]	validation_0-mae:3923.48267	validation_1-mae:6028.23096
[1649]	validation_0-mae:3922.41528	validation_1-mae:6027.88916
[1650]	validation_0-mae:3921.22559	validation_1-mae:6027.98096
[1651]	validation_0-mae:3920.86938	validation_1-mae:6028.16211
[1652]	validation_0-mae:3920.25903	validation_1-mae:6028.29150
[1653]	validation_0-mae:3919.43726	validation_1-mae:6028.54150
[1654]	validation_0-mae:3918.22144	validation_1-mae:6028.65820
[1655]	validation_0-mae:3917.82178	validation_1-mae:6028.63916
[1656]	validation_0-mae:3917.39160	validation_1-mae:6028.61182
[1657]	validation_0-mae:3915.88330	validation_1-mae:6028.21045
[1658]	validation_0-mae:3914.97583	validation_1-mae:6028.61084
[1659]	validation_0-mae:3914.01367	validation_1-mae:6028.55859
[1660]	validation_0-mae:3912.89819	validation_1-mae:6028.45020
[1661]	validation_0-mae:3911.89258	validation_1-mae:6028.72119
[1662]	validation_0-mae:3910.97510	validation_1-mae:6028.91113
[1663]	validation_0-mae:3910.04004	validation_1-mae:6029.03272
[1664]	validation_0-mae:3909.19165	validation_1-mae:6029.08301
[1665]	validation_0-mae:3908.56396	validation_1-mae:6028.87451
[1666]	validation_0-mae:3907.60742	validation_1-mae:6029.08008
[1667]	validation_0-mae:3906.73267	validation_1-mae:6029.34717
[1668]	validation_0-mae:3905.72241	validation_1-mae:6029.54053
[1669]	validation_0-mae:3904.79419	validation_1-mae:6029.22022
[1670]	validation_0-mae:3903.79736	validation_1-mae:6029.37451
[1671]	validation_0-mae:3903.11011	validation_1-mae:6029.38965
[1672]	validation_0-mae:3902.16016	validation_1-mae:6029.64502
[1673]	validation_0-mae:3901.55029	validation_1-mae:6029.39014
[1674]	validation_0-mae:3900.59302	validation_1-mae:6029.10400
[1675]	validation_0-mae:3899.78223	validation_1-mae:6029.24805
[1676]	validation_0-mae:3899.13867	validation_1-mae:6029.26416
[1677]	validation_0-mae:3898.55957	validation_1-mae:6029.06152
[1678]	validation_0-mae:3897.51172	validation_1-mae:6029.34619
[1679]	validation_0-mae:3896.56372	validation_1-mae:6029.35352
[1680]	validation_0-mae:3896.03760	validation_1-mae:6029.51318
[1681]	validation_0-mae:3894.94873	validation_1-mae:6029.24805
[1682]	validation_0-mae:3894.31812	validation_1-mae:6029.53955
[1683]	validation_0-mae:3893.73657	validation_1-mae:6029.78906
[1684]	validation_0-mae:3892.74927	validation_1-mae:6029.71826
[1685]	validation_0-mae:3892.08447	validation_1-mae:6029.70605
[1686]	validation_0-mae:3891.56763	validation_1-mae:6030.18994
[1687]	validation_0-mae:3890.83032	validation_1-mae:6030.12500
[1688]	validation_0-mae:3889.72168	validation_1-mae:6029.98828
[1689]	validation_0-mae:3888.67407	validation_1-mae:6029.97314
[1690]	validation_0-mae:3888.13477	validation_1-mae:6029.78711
[1691]	validation_0-mae:3887.04224	validation_1-mae:6029.50342
[1692]	validation_0-mae:3886.31836	validation_1-mae:6029.60791
[1693]	validation_0-mae:3885.59351	validation_1-mae:6029.48584
[1694]	validation_0-mae:3884.59473	validation_1-mae:6029.00439
[1695]	validation_0-mae:3883.88281	validation_1-mae:6028.73975
[1696]	validation_0-mae:3883.07202	validation_1-mae:6028.76904
[1697]	validation_0-mae:3881.99878	validation_1-mae:6028.81787
[1698]	validation_0-mae:3881.37183	validation_1-mae:6028.83398
[1699]	validation_0-mae:3880.81836	validation_1-mae:6029.17920
Dropping: ory
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.35547
[15]	validation_0-mae:9084.22363	validation_1-mae:8904.93359
[16]	validation_0-mae:8802.57812	validation_1-mae:8633.53809
[17]	validation_0-mae:8567.55664	validation_1-mae:8407.92578
[18]	validation_0-mae:8374.67871	validation_1-mae:8219.72754
[19]	validation_0-mae:8212.46484	validation_1-mae:8065.86133
[20]	validation_0-mae:8070.81494	validation_1-mae:7941.24072
[21]	validation_0-mae:7947.66357	validation_1-mae:7833.55908
[22]	validation_0-mae:7849.03857	validation_1-mae:7744.27344
[23]	validation_0-mae:7765.11523	validation_1-mae:7672.74072
[24]	validation_0-mae:7681.93457	validation_1-mae:7596.89258
[25]	validation_0-mae:7610.31885	validation_1-mae:7535.75488
[26]	validation_0-mae:7554.52832	validation_1-mae:7489.08154
[27]	validation_0-mae:7495.63965	validation_1-mae:7437.45752
[28]	validation_0-mae:7441.85010	validation_1-mae:7389.73730
[29]	validation_0-mae:7395.35645	validation_1-mae:7347.51074
[30]	validation_0-mae:7349.14111	validation_1-mae:7308.05518
[31]	validation_0-mae:7319.31445	validation_1-mae:7288.19629
[32]	validation_0-mae:7289.78564	validation_1-mae:7267.68652
[33]	validation_0-mae:7253.03613	validation_1-mae:7238.72022
[34]	validation_0-mae:7224.37744	validation_1-mae:7219.09522
[35]	validation_0-mae:7201.78076	validation_1-mae:7204.44580
[36]	validation_0-mae:7181.76562	validation_1-mae:7196.96728
[37]	validation_0-mae:7153.54004	validation_1-mae:7173.13623
[38]	validation_0-mae:7134.61035	validation_1-mae:7161.44873
[39]	validation_0-mae:7116.90332	validation_1-mae:7151.43066
[40]	validation_0-mae:7097.44922	validation_1-mae:7140.29883
[41]	validation_0-mae:7079.02588	validation_1-mae:7130.06299
[42]	validation_0-mae:7063.72559	validation_1-mae:7116.12793
[43]	validation_0-mae:7046.37842	validation_1-mae:7103.01514
[44]	validation_0-mae:7029.62305	validation_1-mae:7093.84180
[45]	validation_0-mae:7006.46484	validation_1-mae:7074.27783
[46]	validation_0-mae:6993.10693	validation_1-mae:7067.40186
[47]	validation_0-mae:6972.63721	validation_1-mae:7047.87109
[48]	validation_0-mae:6959.72949	validation_1-mae:7039.53125
[49]	validation_0-mae:6946.22803	validation_1-mae:7028.99756
[50]	validation_0-mae:6927.90967	validation_1-mae:7011.88428
[51]	validation_0-mae:6915.48389	validation_1-mae:7004.99170
[52]	validation_0-mae:6901.91211	validation_1-mae:6996.27393
[53]	validation_0-mae:6884.00488	validation_1-mae:6982.53662
[54]	validation_0-mae:6866.62061	validation_1-mae:6968.76367
[55]	validation_0-mae:6858.45508	validation_1-mae:6962.90381
[56]	validation_0-mae:6846.49365	validation_1-mae:6953.88135
[57]	validation_0-mae:6830.93603	validation_1-mae:6944.84961
[58]	validation_0-mae:6815.09228	validation_1-mae:6933.51807
[59]	validation_0-mae:6802.53857	validation_1-mae:6926.18457
[60]	validation_0-mae:6791.28760	validation_1-mae:6916.48535
[61]	validation_0-mae:6774.01758	validation_1-mae:6901.95996
[62]	validation_0-mae:6757.55859	validation_1-mae:6890.95947
[63]	validation_0-mae:6745.57031	validation_1-mae:6880.08301
[64]	validation_0-mae:6734.46289	validation_1-mae:6870.80811
[65]	validation_0-mae:6723.69092	validation_1-mae:6862.85352
[66]	validation_0-mae:6712.87744	validation_1-mae:6855.66602
[67]	validation_0-mae:6702.66553	validation_1-mae:6845.88574
[68]	validation_0-mae:6691.07324	validation_1-mae:6836.25781
[69]	validation_0-mae:6681.59717	validation_1-mae:6830.44092
[70]	validation_0-mae:6673.42822	validation_1-mae:6825.59522
[71]	validation_0-mae:6663.12109	validation_1-mae:6819.57568
[72]	validation_0-mae:6649.07812	validation_1-mae:6808.44287
[73]	validation_0-mae:6639.18603	validation_1-mae:6801.96875
[74]	validation_0-mae:6627.73779	validation_1-mae:6792.45508
[75]	validation_0-mae:6619.56445	validation_1-mae:6786.22363
[76]	validation_0-mae:6607.86328	validation_1-mae:6780.59912
[77]	validation_0-mae:6600.97656	validation_1-mae:6776.20703
[78]	validation_0-mae:6590.56055	validation_1-mae:6768.30811
[79]	validation_0-mae:6579.31348	validation_1-mae:6759.31055
[80]	validation_0-mae:6570.84424	validation_1-mae:6753.24219
[81]	validation_0-mae:6566.55957	validation_1-mae:6749.72314
[82]	validation_0-mae:6554.56494	validation_1-mae:6742.89062
[83]	validation_0-mae:6549.73535	validation_1-mae:6741.83887
[84]	validation_0-mae:6541.32812	validation_1-mae:6736.65625
[85]	validation_0-mae:6533.86572	validation_1-mae:6731.02539
[86]	validation_0-mae:6527.22412	validation_1-mae:6727.47705
[87]	validation_0-mae:6520.35156	validation_1-mae:6721.86963
[88]	validation_0-mae:6513.04883	validation_1-mae:6715.33789
[89]	validation_0-mae:6505.66309	validation_1-mae:6709.66406
[90]	validation_0-mae:6498.65186	validation_1-mae:6706.55127
[91]	validation_0-mae:6489.82617	validation_1-mae:6701.17432
[92]	validation_0-mae:6485.36377	validation_1-mae:6696.84277
[93]	validation_0-mae:6474.95166	validation_1-mae:6688.87256
[94]	validation_0-mae:6464.68262	validation_1-mae:6681.02734
[95]	validation_0-mae:6458.92334	validation_1-mae:6676.12598
[96]	validation_0-mae:6455.34473	validation_1-mae:6673.24414
[97]	validation_0-mae:6449.19434	validation_1-mae:6669.73828
[98]	validation_0-mae:6446.09277	validation_1-mae:6666.79150
[99]	validation_0-mae:6441.13525	validation_1-mae:6663.76221
[100]	validation_0-mae:6431.56006	validation_1-mae:6657.36475
[101]	validation_0-mae:6423.53516	validation_1-mae:6651.67041
[102]	validation_0-mae:6418.03760	validation_1-mae:6647.89355
[103]	validation_0-mae:6411.71582	validation_1-mae:6643.06543
[104]	validation_0-mae:6407.72266	validation_1-mae:6641.28613
[105]	validation_0-mae:6402.19092	validation_1-mae:6636.91113
[106]	validation_0-mae:6399.49853	validation_1-mae:6634.92773
[107]	validation_0-mae:6395.22705	validation_1-mae:6632.95654
[108]	validation_0-mae:6387.09228	validation_1-mae:6626.16797
[109]	validation_0-mae:6382.11914	validation_1-mae:6622.51562
[110]	validation_0-mae:6375.36279	validation_1-mae:6617.95312
[111]	validation_0-mae:6373.36475	validation_1-mae:6616.20605
[112]	validation_0-mae:6366.87109	validation_1-mae:6612.21484
[113]	validation_0-mae:6362.95410	validation_1-mae:6610.30225
[114]	validation_0-mae:6352.00684	validation_1-mae:6602.06738
[115]	validation_0-mae:6344.77588	validation_1-mae:6595.94385
[116]	validation_0-mae:6335.75000	validation_1-mae:6588.09863
[117]	validation_0-mae:6331.93945	validation_1-mae:6585.36816
[118]	validation_0-mae:6324.93457	validation_1-mae:6581.77441
[119]	validation_0-mae:6319.85254	validation_1-mae:6579.06641
[120]	validation_0-mae:6313.50293	validation_1-mae:6577.86719
[121]	validation_0-mae:6304.38672	validation_1-mae:6572.53223
[122]	validation_0-mae:6298.68408	validation_1-mae:6569.81934
[123]	validation_0-mae:6294.62061	validation_1-mae:6566.68701
[124]	validation_0-mae:6292.12842	validation_1-mae:6564.64404
[125]	validation_0-mae:6286.58350	validation_1-mae:6560.20654
[126]	validation_0-mae:6280.34082	validation_1-mae:6555.23828
[127]	validation_0-mae:6274.54736	validation_1-mae:6553.18311
[128]	validation_0-mae:6270.44189	validation_1-mae:6550.01514
[129]	validation_0-mae:6266.08447	validation_1-mae:6547.41406
[130]	validation_0-mae:6256.66260	validation_1-mae:6542.45020
[131]	validation_0-mae:6253.11230	validation_1-mae:6540.63721
[132]	validation_0-mae:6248.51611	validation_1-mae:6538.70508
[133]	validation_0-mae:6246.61133	validation_1-mae:6537.59228
[134]	validation_0-mae:6242.64893	validation_1-mae:6535.10693
[135]	validation_0-mae:6236.15967	validation_1-mae:6529.85352
[136]	validation_0-mae:6231.16846	validation_1-mae:6526.96143
[137]	validation_0-mae:6229.57178	validation_1-mae:6526.40625
[138]	validation_0-mae:6224.29004	validation_1-mae:6523.52393
[139]	validation_0-mae:6218.09522	validation_1-mae:6520.37598
[140]	validation_0-mae:6209.31738	validation_1-mae:6515.56543
[141]	validation_0-mae:6205.40478	validation_1-mae:6514.44727
[142]	validation_0-mae:6198.00000	validation_1-mae:6507.35156
[143]	validation_0-mae:6195.15527	validation_1-mae:6506.47412
[144]	validation_0-mae:6189.33643	validation_1-mae:6503.16895
[145]	validation_0-mae:6186.21777	validation_1-mae:6503.95703
[146]	validation_0-mae:6184.11719	validation_1-mae:6503.26123
[147]	validation_0-mae:6180.86670	validation_1-mae:6501.73975
[148]	validation_0-mae:6175.12158	validation_1-mae:6498.49170
[149]	validation_0-mae:6172.35254	validation_1-mae:6496.72900
[150]	validation_0-mae:6168.30518	validation_1-mae:6495.15478
[151]	validation_0-mae:6162.98438	validation_1-mae:6492.49756
[152]	validation_0-mae:6160.66211	validation_1-mae:6490.67920
[153]	validation_0-mae:6157.03272	validation_1-mae:6488.94580
[154]	validation_0-mae:6152.52344	validation_1-mae:6484.96728
[155]	validation_0-mae:6141.88721	validation_1-mae:6477.57617
[156]	validation_0-mae:6138.54590	validation_1-mae:6475.73730
[157]	validation_0-mae:6129.54004	validation_1-mae:6471.87549
[158]	validation_0-mae:6126.79736	validation_1-mae:6470.31836
[159]	validation_0-mae:6124.99414	validation_1-mae:6469.97852
[160]	validation_0-mae:6122.68311	validation_1-mae:6468.99072
[161]	validation_0-mae:6118.41748	validation_1-mae:6466.56397
[162]	validation_0-mae:6115.10498	validation_1-mae:6463.28369
[163]	validation_0-mae:6110.62158	validation_1-mae:6462.07471
[164]	validation_0-mae:6108.47705	validation_1-mae:6461.26270
[165]	validation_0-mae:6105.67627	validation_1-mae:6460.58594
[166]	validation_0-mae:6099.71582	validation_1-mae:6457.54297
[167]	validation_0-mae:6091.25928	validation_1-mae:6454.34131
[168]	validation_0-mae:6085.47705	validation_1-mae:6450.70703
[169]	validation_0-mae:6081.87988	validation_1-mae:6449.98828
[170]	validation_0-mae:6076.71240	validation_1-mae:6448.18994
[171]	validation_0-mae:6073.49072	validation_1-mae:6445.49609
[172]	validation_0-mae:6068.86182	validation_1-mae:6442.52734
[173]	validation_0-mae:6063.99951	validation_1-mae:6438.90283
[174]	validation_0-mae:6059.58301	validation_1-mae:6437.61377
[175]	validation_0-mae:6057.73926	validation_1-mae:6437.45801
[176]	validation_0-mae:6053.66309	validation_1-mae:6436.90088
[177]	validation_0-mae:6051.21143	validation_1-mae:6436.10938
[178]	validation_0-mae:6049.56055	validation_1-mae:6436.30469
[179]	validation_0-mae:6045.30518	validation_1-mae:6434.19141
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[1468]	validation_0-mae:4084.67090	validation_1-mae:6029.18262
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[1475]	validation_0-mae:4079.31689	validation_1-mae:6029.07471
[1476]	validation_0-mae:4078.94775	validation_1-mae:6029.32275
[1477]	validation_0-mae:4078.33716	validation_1-mae:6029.37695
[1478]	validation_0-mae:4077.65820	validation_1-mae:6029.49756
[1479]	validation_0-mae:4076.78809	validation_1-mae:6029.23096
[1480]	validation_0-mae:4075.74487	validation_1-mae:6028.99268
[1481]	validation_0-mae:4074.59058	validation_1-mae:6028.53760
[1482]	validation_0-mae:4074.06372	validation_1-mae:6028.68799
[1483]	validation_0-mae:4073.41480	validation_1-mae:6028.39209
[1484]	validation_0-mae:4072.90503	validation_1-mae:6028.38428
[1485]	validation_0-mae:4071.27075	validation_1-mae:6028.03564
[1486]	validation_0-mae:4069.93628	validation_1-mae:6028.35791
[1487]	validation_0-mae:4068.36719	validation_1-mae:6028.02539
[1488]	validation_0-mae:4067.64062	validation_1-mae:6027.70752
[1489]	validation_0-mae:4066.47144	validation_1-mae:6027.42334
[1490]	validation_0-mae:4064.75513	validation_1-mae:6027.11475
[1491]	validation_0-mae:4063.43970	validation_1-mae:6027.43359
[1492]	validation_0-mae:4062.43262	validation_1-mae:6028.17285
[1493]	validation_0-mae:4060.79517	validation_1-mae:6028.30762
[1494]	validation_0-mae:4059.81763	validation_1-mae:6028.02637
[1495]	validation_0-mae:4058.92163	validation_1-mae:6028.16650
[1496]	validation_0-mae:4057.91797	validation_1-mae:6027.48682
[1497]	validation_0-mae:4057.30054	validation_1-mae:6027.37744
[1498]	validation_0-mae:4056.37012	validation_1-mae:6026.94043
[1499]	validation_0-mae:4056.20679	validation_1-mae:6027.09180
[1500]	validation_0-mae:4054.91943	validation_1-mae:6027.76562
[1501]	validation_0-mae:4054.09155	validation_1-mae:6027.82812
[1502]	validation_0-mae:4053.39087	validation_1-mae:6027.77783
[1503]	validation_0-mae:4052.86084	validation_1-mae:6027.68701
[1504]	validation_0-mae:4051.93652	validation_1-mae:6027.97266
[1505]	validation_0-mae:4051.16357	validation_1-mae:6027.97900
[1506]	validation_0-mae:4050.57935	validation_1-mae:6028.24707
[1507]	validation_0-mae:4049.73901	validation_1-mae:6027.93164
[1508]	validation_0-mae:4049.06274	validation_1-mae:6028.10254
[1509]	validation_0-mae:4048.55542	validation_1-mae:6028.57910
[1510]	validation_0-mae:4047.55811	validation_1-mae:6028.38330
[1511]	validation_0-mae:4046.97485	validation_1-mae:6028.55811
[1512]	validation_0-mae:4046.39966	validation_1-mae:6028.46436
[1513]	validation_0-mae:4045.36353	validation_1-mae:6028.83301
[1514]	validation_0-mae:4044.88574	validation_1-mae:6028.80225
[1515]	validation_0-mae:4043.89770	validation_1-mae:6028.33496
[1516]	validation_0-mae:4043.34229	validation_1-mae:6028.19141
[1517]	validation_0-mae:4042.72730	validation_1-mae:6028.24561
[1518]	validation_0-mae:4042.14282	validation_1-mae:6028.25391
[1519]	validation_0-mae:4041.64307	validation_1-mae:6028.25879
[1520]	validation_0-mae:4040.98560	validation_1-mae:6028.18603
[1521]	validation_0-mae:4040.52148	validation_1-mae:6028.41553
[1522]	validation_0-mae:4039.92407	validation_1-mae:6028.16748
[1523]	validation_0-mae:4039.57397	validation_1-mae:6028.09424
[1524]	validation_0-mae:4038.83374	validation_1-mae:6028.24072
[1525]	validation_0-mae:4038.40723	validation_1-mae:6028.18555
[1526]	validation_0-mae:4037.87646	validation_1-mae:6027.99072
[1527]	validation_0-mae:4037.26562	validation_1-mae:6027.79102
[1528]	validation_0-mae:4036.61987	validation_1-mae:6027.75244
[1529]	validation_0-mae:4036.03345	validation_1-mae:6027.70312
[1530]	validation_0-mae:4035.56372	validation_1-mae:6027.87695
[1531]	validation_0-mae:4034.82837	validation_1-mae:6027.97266
[1532]	validation_0-mae:4033.94019	validation_1-mae:6027.78516
[1533]	validation_0-mae:4033.23999	validation_1-mae:6027.43848
[1534]	validation_0-mae:4033.14307	validation_1-mae:6027.45996
[1535]	validation_0-mae:4033.09448	validation_1-mae:6027.49707
[1536]	validation_0-mae:4033.04834	validation_1-mae:6027.46582
[1537]	validation_0-mae:4032.33936	validation_1-mae:6027.23877
[1538]	validation_0-mae:4031.60889	validation_1-mae:6026.59814
[1539]	validation_0-mae:4030.73462	validation_1-mae:6026.15283
[1540]	validation_0-mae:4029.95630	validation_1-mae:6026.16016
[1541]	validation_0-mae:4028.95459	validation_1-mae:6025.90527
[1542]	validation_0-mae:4028.41406	validation_1-mae:6026.32715
[1543]	validation_0-mae:4027.89941	validation_1-mae:6026.78272
[1544]	validation_0-mae:4026.99512	validation_1-mae:6026.78711
[1545]	validation_0-mae:4025.97388	validation_1-mae:6027.06641
[1546]	validation_0-mae:4024.94775	validation_1-mae:6026.93994
[1547]	validation_0-mae:4024.53345	validation_1-mae:6027.15039
[1548]	validation_0-mae:4023.59961	validation_1-mae:6027.07568
[1549]	validation_0-mae:4022.30078	validation_1-mae:6026.84863
[1550]	validation_0-mae:4020.80762	validation_1-mae:6026.46045
[1551]	validation_0-mae:4019.37524	validation_1-mae:6026.78760
[1552]	validation_0-mae:4017.89624	validation_1-mae:6026.43262
[1553]	validation_0-mae:4016.66992	validation_1-mae:6026.01611
[1554]	validation_0-mae:4016.05786	validation_1-mae:6025.89893
[1555]	validation_0-mae:4015.20093	validation_1-mae:6025.65772
[1556]	validation_0-mae:4014.43042	validation_1-mae:6025.76318
[1557]	validation_0-mae:4013.66943	validation_1-mae:6025.68457
[1558]	validation_0-mae:4012.88965	validation_1-mae:6025.83203
[1559]	validation_0-mae:4012.38232	validation_1-mae:6025.85986
[1560]	validation_0-mae:4011.99585	validation_1-mae:6025.78320
[1561]	validation_0-mae:4010.72314	validation_1-mae:6025.45703
[1562]	validation_0-mae:4009.81445	validation_1-mae:6025.38965
[1563]	validation_0-mae:4009.29150	validation_1-mae:6025.05176
[1564]	validation_0-mae:4008.69629	validation_1-mae:6024.83936
[1565]	validation_0-mae:4008.24756	validation_1-mae:6024.96631
[1566]	validation_0-mae:4007.61475	validation_1-mae:6024.69971
[1567]	validation_0-mae:4006.83301	validation_1-mae:6024.47559
[1568]	validation_0-mae:4006.29810	validation_1-mae:6024.04443
[1569]	validation_0-mae:4005.90625	validation_1-mae:6023.97656
[1570]	validation_0-mae:4005.54126	validation_1-mae:6024.14209
[1571]	validation_0-mae:4004.85181	validation_1-mae:6023.91162
[1572]	validation_0-mae:4004.23755	validation_1-mae:6024.08447
[1573]	validation_0-mae:4003.45581	validation_1-mae:6023.92480
[1574]	validation_0-mae:4002.98560	validation_1-mae:6024.06689
[1575]	validation_0-mae:4001.96240	validation_1-mae:6024.24463
[1576]	validation_0-mae:4001.18018	validation_1-mae:6024.17578
[1577]	validation_0-mae:3999.96631	validation_1-mae:6024.11670
[1578]	validation_0-mae:3998.32837	validation_1-mae:6022.76270
[1579]	validation_0-mae:3997.49951	validation_1-mae:6023.12891
[1580]	validation_0-mae:3996.27393	validation_1-mae:6022.97217
[1581]	validation_0-mae:3996.11182	validation_1-mae:6022.99609
[1582]	validation_0-mae:3995.40991	validation_1-mae:6023.25147
[1583]	validation_0-mae:3994.46020	validation_1-mae:6023.28027
[1584]	validation_0-mae:3992.96313	validation_1-mae:6023.70264
[1585]	validation_0-mae:3992.00415	validation_1-mae:6024.05273
[1586]	validation_0-mae:3990.64136	validation_1-mae:6024.44238
[1587]	validation_0-mae:3989.29517	validation_1-mae:6024.21289
[1588]	validation_0-mae:3988.17603	validation_1-mae:6024.36963
[1589]	validation_0-mae:3987.53467	validation_1-mae:6024.20557
[1590]	validation_0-mae:3986.81396	validation_1-mae:6024.15918
[1591]	validation_0-mae:3986.40625	validation_1-mae:6024.19971
[1592]	validation_0-mae:3985.93823	validation_1-mae:6024.02002
[1593]	validation_0-mae:3984.82739	validation_1-mae:6024.42578
[1594]	validation_0-mae:3983.75391	validation_1-mae:6024.66846
[1595]	validation_0-mae:3982.64258	validation_1-mae:6024.10596
[1596]	validation_0-mae:3982.12842	validation_1-mae:6024.33301
[1597]	validation_0-mae:3981.36108	validation_1-mae:6024.08984
[1598]	validation_0-mae:3981.01245	validation_1-mae:6024.23877
[1599]	validation_0-mae:3980.46143	validation_1-mae:6023.77930
[1600]	validation_0-mae:3980.32642	validation_1-mae:6023.77734
[1601]	validation_0-mae:3979.45361	validation_1-mae:6024.00049
[1602]	validation_0-mae:3978.16333	validation_1-mae:6024.28076
[1603]	validation_0-mae:3977.27783	validation_1-mae:6024.08691
[1604]	validation_0-mae:3976.71484	validation_1-mae:6024.39307
[1605]	validation_0-mae:3975.91162	validation_1-mae:6024.16064
[1606]	validation_0-mae:3975.89990	validation_1-mae:6024.18115
[1607]	validation_0-mae:3975.43018	validation_1-mae:6024.54834
[1608]	validation_0-mae:3973.71191	validation_1-mae:6024.54248
[1609]	validation_0-mae:3972.78906	validation_1-mae:6024.59277
[1610]	validation_0-mae:3972.10767	validation_1-mae:6024.60986
[1611]	validation_0-mae:3970.89356	validation_1-mae:6023.79785
[1612]	validation_0-mae:3969.63208	validation_1-mae:6023.74414
[1613]	validation_0-mae:3968.76050	validation_1-mae:6023.44775
[1614]	validation_0-mae:3968.33496	validation_1-mae:6023.57080
[1615]	validation_0-mae:3967.38867	validation_1-mae:6023.41699
[1616]	validation_0-mae:3966.61523	validation_1-mae:6023.79932
[1617]	validation_0-mae:3965.73975	validation_1-mae:6023.93506
[1618]	validation_0-mae:3964.31494	validation_1-mae:6023.87451
[1619]	validation_0-mae:3963.62573	validation_1-mae:6023.85010
[1620]	validation_0-mae:3962.97925	validation_1-mae:6023.97754
[1621]	validation_0-mae:3962.58008	validation_1-mae:6023.77246
[1622]	validation_0-mae:3961.20703	validation_1-mae:6023.86035
[1623]	validation_0-mae:3960.49243	validation_1-mae:6023.95850
[1624]	validation_0-mae:3959.65259	validation_1-mae:6023.91455
[1625]	validation_0-mae:3959.27197	validation_1-mae:6024.04834
[1626]	validation_0-mae:3958.49951	validation_1-mae:6024.22266
[1627]	validation_0-mae:3957.39917	validation_1-mae:6024.11426
[1628]	validation_0-mae:3956.76440	validation_1-mae:6024.11963
[1629]	validation_0-mae:3956.05786	validation_1-mae:6023.88721
[1630]	validation_0-mae:3955.70459	validation_1-mae:6024.02002
[1631]	validation_0-mae:3955.02368	validation_1-mae:6023.72754
[1632]	validation_0-mae:3954.49487	validation_1-mae:6024.25732
[1633]	validation_0-mae:3954.15747	validation_1-mae:6024.34033
[1634]	validation_0-mae:3953.41431	validation_1-mae:6024.84473
[1635]	validation_0-mae:3952.01221	validation_1-mae:6024.70020
[1636]	validation_0-mae:3950.68042	validation_1-mae:6025.18897
[1637]	validation_0-mae:3949.73901	validation_1-mae:6025.26416
[1638]	validation_0-mae:3948.80347	validation_1-mae:6025.42041
[1639]	validation_0-mae:3947.73877	validation_1-mae:6025.39893
[1640]	validation_0-mae:3947.26929	validation_1-mae:6025.38037
[1641]	validation_0-mae:3946.44385	validation_1-mae:6025.33691
[1642]	validation_0-mae:3945.36157	validation_1-mae:6025.27100
[1643]	validation_0-mae:3944.10644	validation_1-mae:6024.85059
[1644]	validation_0-mae:3943.79468	validation_1-mae:6024.72754
[1645]	validation_0-mae:3942.93140	validation_1-mae:6025.06494
[1646]	validation_0-mae:3942.15308	validation_1-mae:6025.25928
[1647]	validation_0-mae:3941.41382	validation_1-mae:6024.95020
[1648]	validation_0-mae:3940.98535	validation_1-mae:6024.93262
[1649]	validation_0-mae:3940.91553	validation_1-mae:6024.92383
[1650]	validation_0-mae:3940.48779	validation_1-mae:6024.96289
[1651]	validation_0-mae:3939.67041	validation_1-mae:6025.11523
[1652]	validation_0-mae:3938.98218	validation_1-mae:6024.83008
[1653]	validation_0-mae:3938.39966	validation_1-mae:6024.72119
[1654]	validation_0-mae:3937.44775	validation_1-mae:6025.10791
[1655]	validation_0-mae:3937.08936	validation_1-mae:6024.82178
[1656]	validation_0-mae:3936.05737	validation_1-mae:6025.25977
[1657]	validation_0-mae:3934.86475	validation_1-mae:6024.88770
[1658]	validation_0-mae:3934.09375	validation_1-mae:6025.04443
[1659]	validation_0-mae:3933.27783	validation_1-mae:6025.50049
[1660]	validation_0-mae:3932.84619	validation_1-mae:6025.63477
[1661]	validation_0-mae:3932.14624	validation_1-mae:6025.71875
[1662]	validation_0-mae:3931.43628	validation_1-mae:6025.56982
[1663]	validation_0-mae:3930.09033	validation_1-mae:6025.63184
[1664]	validation_0-mae:3928.81250	validation_1-mae:6025.09082
[1665]	validation_0-mae:3927.90894	validation_1-mae:6024.80664
[1666]	validation_0-mae:3926.97754	validation_1-mae:6024.55859
[1667]	validation_0-mae:3925.97485	validation_1-mae:6024.10254
[1668]	validation_0-mae:3925.32495	validation_1-mae:6023.74609
[1669]	validation_0-mae:3924.95825	validation_1-mae:6023.95117
[1670]	validation_0-mae:3923.88989	validation_1-mae:6023.80566
[1671]	validation_0-mae:3923.16016	validation_1-mae:6023.65967
[1672]	validation_0-mae:3922.37036	validation_1-mae:6023.66309
[1673]	validation_0-mae:3921.81934	validation_1-mae:6023.57568
[1674]	validation_0-mae:3920.77393	validation_1-mae:6023.41455
[1675]	validation_0-mae:3919.68970	validation_1-mae:6023.36182
[1676]	validation_0-mae:3919.06714	validation_1-mae:6023.51562
[1677]	validation_0-mae:3918.00049	validation_1-mae:6023.18457
[1678]	validation_0-mae:3917.48657	validation_1-mae:6023.34619
[1679]	validation_0-mae:3916.86792	validation_1-mae:6023.15478
[1680]	validation_0-mae:3915.36987	validation_1-mae:6022.87842
[1681]	validation_0-mae:3914.40723	validation_1-mae:6022.87793
[1682]	validation_0-mae:3913.72607	validation_1-mae:6022.97705
[1683]	validation_0-mae:3912.73462	validation_1-mae:6022.98730
[1684]	validation_0-mae:3911.68604	validation_1-mae:6022.56934
[1685]	validation_0-mae:3911.11304	validation_1-mae:6022.54980
[1686]	validation_0-mae:3910.79053	validation_1-mae:6022.59277
[1687]	validation_0-mae:3910.25610	validation_1-mae:6022.57178
[1688]	validation_0-mae:3909.65308	validation_1-mae:6022.76221
[1689]	validation_0-mae:3909.28906	validation_1-mae:6022.64893
[1690]	validation_0-mae:3908.85718	validation_1-mae:6022.57080
[1691]	validation_0-mae:3907.83765	validation_1-mae:6022.72070
[1692]	validation_0-mae:3907.10303	validation_1-mae:6022.34228
[1693]	validation_0-mae:3906.46313	validation_1-mae:6022.71826
[1694]	validation_0-mae:3905.73926	validation_1-mae:6022.53320
[1695]	validation_0-mae:3904.74145	validation_1-mae:6022.79004
[1696]	validation_0-mae:3904.26831	validation_1-mae:6022.81201
[1697]	validation_0-mae:3902.96436	validation_1-mae:6022.88281
[1698]	validation_0-mae:3902.35205	validation_1-mae:6022.72266
[1699]	validation_0-mae:3901.66309	validation_1-mae:6022.50391
Dropping: province_slaskie
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.35547
[15]	validation_0-mae:9084.22363	validation_1-mae:8904.93359
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[1559]	validation_0-mae:4012.90308	validation_1-mae:6019.85205
[1560]	validation_0-mae:4011.60474	validation_1-mae:6019.02588
[1561]	validation_0-mae:4010.79297	validation_1-mae:6018.96973
[1562]	validation_0-mae:4009.99536	validation_1-mae:6018.70947
[1563]	validation_0-mae:4009.01953	validation_1-mae:6018.85156
[1564]	validation_0-mae:4008.62769	validation_1-mae:6018.87207
[1565]	validation_0-mae:4007.99731	validation_1-mae:6019.17334
[1566]	validation_0-mae:4007.95606	validation_1-mae:6019.19092
[1567]	validation_0-mae:4007.18701	validation_1-mae:6019.10596
[1568]	validation_0-mae:4006.90771	validation_1-mae:6019.02490
[1569]	validation_0-mae:4005.85156	validation_1-mae:6018.79688
[1570]	validation_0-mae:4005.41480	validation_1-mae:6019.09180
[1571]	validation_0-mae:4003.91309	validation_1-mae:6019.80566
[1572]	validation_0-mae:4002.46851	validation_1-mae:6019.74951
[1573]	validation_0-mae:4002.44312	validation_1-mae:6019.76465
[1574]	validation_0-mae:4001.59717	validation_1-mae:6019.89307
[1575]	validation_0-mae:4000.47046	validation_1-mae:6019.92236
[1576]	validation_0-mae:3999.95923	validation_1-mae:6020.28857
[1577]	validation_0-mae:3999.67261	validation_1-mae:6020.01611
[1578]	validation_0-mae:3998.37769	validation_1-mae:6020.23877
[1579]	validation_0-mae:3997.77490	validation_1-mae:6020.11475
[1580]	validation_0-mae:3996.96948	validation_1-mae:6019.50244
[1581]	validation_0-mae:3996.47876	validation_1-mae:6019.53564
[1582]	validation_0-mae:3996.12158	validation_1-mae:6019.41455
[1583]	validation_0-mae:3996.00000	validation_1-mae:6019.41211
[1584]	validation_0-mae:3995.81958	validation_1-mae:6019.51709
[1585]	validation_0-mae:3995.42944	validation_1-mae:6019.79346
[1586]	validation_0-mae:3995.39258	validation_1-mae:6019.80322
[1587]	validation_0-mae:3994.34351	validation_1-mae:6019.67383
[1588]	validation_0-mae:3993.20312	validation_1-mae:6019.69531
[1589]	validation_0-mae:3991.95044	validation_1-mae:6019.61621
[1590]	validation_0-mae:3990.93115	validation_1-mae:6020.32520
[1591]	validation_0-mae:3990.33423	validation_1-mae:6020.58936
[1592]	validation_0-mae:3989.74658	validation_1-mae:6020.52930
[1593]	validation_0-mae:3989.14990	validation_1-mae:6020.57812
[1594]	validation_0-mae:3988.03174	validation_1-mae:6020.64502
[1595]	validation_0-mae:3987.25513	validation_1-mae:6020.20850
[1596]	validation_0-mae:3986.76758	validation_1-mae:6020.08447
[1597]	validation_0-mae:3986.34692	validation_1-mae:6019.95508
[1598]	validation_0-mae:3986.01074	validation_1-mae:6020.04443
[1599]	validation_0-mae:3985.35840	validation_1-mae:6019.84766
[1600]	validation_0-mae:3984.47388	validation_1-mae:6019.90723
[1601]	validation_0-mae:3983.85303	validation_1-mae:6019.66992
[1602]	validation_0-mae:3983.21606	validation_1-mae:6019.52978
[1603]	validation_0-mae:3982.46948	validation_1-mae:6019.66943
[1604]	validation_0-mae:3981.67944	validation_1-mae:6019.93408
[1605]	validation_0-mae:3981.48315	validation_1-mae:6019.97803
[1606]	validation_0-mae:3980.55151	validation_1-mae:6020.10547
[1607]	validation_0-mae:3979.24658	validation_1-mae:6019.86768
[1608]	validation_0-mae:3977.71655	validation_1-mae:6020.05713
[1609]	validation_0-mae:3976.03345	validation_1-mae:6019.98877
[1610]	validation_0-mae:3975.09766	validation_1-mae:6020.26709
[1611]	validation_0-mae:3974.35815	validation_1-mae:6020.48926
[1612]	validation_0-mae:3973.28296	validation_1-mae:6020.37061
[1613]	validation_0-mae:3971.72827	validation_1-mae:6020.86865
[1614]	validation_0-mae:3971.28198	validation_1-mae:6020.97119
[1615]	validation_0-mae:3970.44482	validation_1-mae:6021.50684
[1616]	validation_0-mae:3970.09644	validation_1-mae:6021.39453
[1617]	validation_0-mae:3968.99341	validation_1-mae:6020.89453
[1618]	validation_0-mae:3968.57275	validation_1-mae:6020.59766
[1619]	validation_0-mae:3967.81909	validation_1-mae:6020.58936
[1620]	validation_0-mae:3967.47437	validation_1-mae:6020.49170
[1621]	validation_0-mae:3966.86353	validation_1-mae:6020.04590
[1622]	validation_0-mae:3966.50391	validation_1-mae:6020.12793
[1623]	validation_0-mae:3965.81787	validation_1-mae:6020.41455
[1624]	validation_0-mae:3965.15918	validation_1-mae:6020.40332
[1625]	validation_0-mae:3964.15039	validation_1-mae:6020.66162
[1626]	validation_0-mae:3963.78931	validation_1-mae:6020.62939
[1627]	validation_0-mae:3962.89404	validation_1-mae:6020.58594
[1628]	validation_0-mae:3962.10376	validation_1-mae:6020.99805
[1629]	validation_0-mae:3961.29810	validation_1-mae:6020.72705
[1630]	validation_0-mae:3960.58765	validation_1-mae:6020.72022
[1631]	validation_0-mae:3959.69507	validation_1-mae:6020.72314
[1632]	validation_0-mae:3959.20996	validation_1-mae:6020.77686
[1633]	validation_0-mae:3958.85962	validation_1-mae:6020.83398
[1634]	validation_0-mae:3957.64868	validation_1-mae:6020.99707
[1635]	validation_0-mae:3956.54956	validation_1-mae:6020.37891
[1636]	validation_0-mae:3955.33960	validation_1-mae:6020.40576
[1637]	validation_0-mae:3954.60718	validation_1-mae:6020.15430
[1638]	validation_0-mae:3953.87402	validation_1-mae:6020.19287
[1639]	validation_0-mae:3953.00293	validation_1-mae:6020.37402
[1640]	validation_0-mae:3952.20996	validation_1-mae:6020.67334
[1641]	validation_0-mae:3951.35522	validation_1-mae:6020.61865
[1642]	validation_0-mae:3950.70825	validation_1-mae:6020.57764
[1643]	validation_0-mae:3949.83203	validation_1-mae:6020.36182
[1644]	validation_0-mae:3949.55054	validation_1-mae:6020.21289
[1645]	validation_0-mae:3948.46460	validation_1-mae:6020.05176
[1646]	validation_0-mae:3948.01001	validation_1-mae:6019.85400
[1647]	validation_0-mae:3947.28174	validation_1-mae:6019.89844
[1648]	validation_0-mae:3946.52979	validation_1-mae:6019.72510
[1649]	validation_0-mae:3946.14966	validation_1-mae:6019.80420
[1650]	validation_0-mae:3945.44873	validation_1-mae:6019.88232
[1651]	validation_0-mae:3944.82617	validation_1-mae:6019.91943
[1652]	validation_0-mae:3943.89429	validation_1-mae:6020.00781
[1653]	validation_0-mae:3943.35352	validation_1-mae:6019.86182
[1654]	validation_0-mae:3942.39380	validation_1-mae:6020.24365
[1655]	validation_0-mae:3941.81396	validation_1-mae:6020.23340
[1656]	validation_0-mae:3941.17725	validation_1-mae:6020.28809
[1657]	validation_0-mae:3940.42090	validation_1-mae:6020.21387
[1658]	validation_0-mae:3939.43677	validation_1-mae:6020.44971
[1659]	validation_0-mae:3939.14770	validation_1-mae:6020.46582
[1660]	validation_0-mae:3938.49414	validation_1-mae:6020.58545
[1661]	validation_0-mae:3937.74170	validation_1-mae:6020.80273
[1662]	validation_0-mae:3937.63623	validation_1-mae:6020.84277
[1663]	validation_0-mae:3937.31738	validation_1-mae:6020.88135
[1664]	validation_0-mae:3936.52466	validation_1-mae:6021.16943
[1665]	validation_0-mae:3936.04053	validation_1-mae:6021.18213
[1666]	validation_0-mae:3934.95679	validation_1-mae:6021.29639
[1667]	validation_0-mae:3933.69312	validation_1-mae:6021.52930
[1668]	validation_0-mae:3932.77979	validation_1-mae:6021.62891
[1669]	validation_0-mae:3932.62378	validation_1-mae:6021.77978
[1670]	validation_0-mae:3931.07056	validation_1-mae:6022.70996
[1671]	validation_0-mae:3930.17212	validation_1-mae:6022.66895
[1672]	validation_0-mae:3929.35962	validation_1-mae:6022.36914
[1673]	validation_0-mae:3928.67481	validation_1-mae:6022.16846
[1674]	validation_0-mae:3928.32715	validation_1-mae:6022.15918
[1675]	validation_0-mae:3927.83667	validation_1-mae:6022.23584
[1676]	validation_0-mae:3926.64624	validation_1-mae:6021.75732
[1677]	validation_0-mae:3925.38501	validation_1-mae:6021.31934
[1678]	validation_0-mae:3924.39331	validation_1-mae:6021.53906
[1679]	validation_0-mae:3923.75146	validation_1-mae:6021.51709
[1680]	validation_0-mae:3923.04272	validation_1-mae:6021.59961
[1681]	validation_0-mae:3922.61255	validation_1-mae:6021.75342
[1682]	validation_0-mae:3921.79468	validation_1-mae:6022.15625
[1683]	validation_0-mae:3921.22510	validation_1-mae:6021.77051
[1684]	validation_0-mae:3920.29639	validation_1-mae:6021.59766
[1685]	validation_0-mae:3919.36816	validation_1-mae:6021.93994
[1686]	validation_0-mae:3918.75098	validation_1-mae:6022.00147
[1687]	validation_0-mae:3918.24609	validation_1-mae:6022.33545
[1688]	validation_0-mae:3917.27490	validation_1-mae:6022.40137
[1689]	validation_0-mae:3916.81543	validation_1-mae:6022.10254
[1690]	validation_0-mae:3915.84229	validation_1-mae:6022.45508
[1691]	validation_0-mae:3915.55640	validation_1-mae:6022.20312
[1692]	validation_0-mae:3914.65063	validation_1-mae:6021.77588
[1693]	validation_0-mae:3913.44702	validation_1-mae:6022.44678
[1694]	validation_0-mae:3912.63184	validation_1-mae:6022.55713
[1695]	validation_0-mae:3911.84033	validation_1-mae:6022.68652
[1696]	validation_0-mae:3911.25830	validation_1-mae:6022.74414
[1697]	validation_0-mae:3910.74487	validation_1-mae:6022.77539
[1698]	validation_0-mae:3909.70117	validation_1-mae:6022.74756
[1699]	validation_0-mae:3908.67358	validation_1-mae:6022.88037
Dropping: monde
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.35547
[15]	validation_0-mae:9084.22363	validation_1-mae:8904.93359
[16]	validation_0-mae:8802.57812	validation_1-mae:8633.53809
[17]	validation_0-mae:8567.55664	validation_1-mae:8407.92578
[18]	validation_0-mae:8374.81055	validation_1-mae:8219.79883
[19]	validation_0-mae:8212.60254	validation_1-mae:8066.02734
[20]	validation_0-mae:8070.97998	validation_1-mae:7941.41162
[21]	validation_0-mae:7947.85254	validation_1-mae:7833.71533
[22]	validation_0-mae:7848.55811	validation_1-mae:7743.81445
[23]	validation_0-mae:7764.17920	validation_1-mae:7671.52002
[24]	validation_0-mae:7681.01611	validation_1-mae:7595.80762
[25]	validation_0-mae:7613.06982	validation_1-mae:7539.36133
[26]	validation_0-mae:7557.16260	validation_1-mae:7492.56934
[27]	validation_0-mae:7497.87500	validation_1-mae:7439.65576
[28]	validation_0-mae:7443.36768	validation_1-mae:7392.32764
[29]	validation_0-mae:7397.85498	validation_1-mae:7351.57227
[30]	validation_0-mae:7357.04834	validation_1-mae:7316.86377
[31]	validation_0-mae:7327.50244	validation_1-mae:7295.44873
[32]	validation_0-mae:7296.43408	validation_1-mae:7273.13867
[33]	validation_0-mae:7267.31445	validation_1-mae:7253.09619
[34]	validation_0-mae:7235.58350	validation_1-mae:7229.67578
[35]	validation_0-mae:7215.02832	validation_1-mae:7212.27051
[36]	validation_0-mae:7193.20215	validation_1-mae:7201.62061
[37]	validation_0-mae:7173.04736	validation_1-mae:7191.76709
[38]	validation_0-mae:7150.87451	validation_1-mae:7175.55225
[39]	validation_0-mae:7127.00293	validation_1-mae:7158.38330
[40]	validation_0-mae:7107.10156	validation_1-mae:7144.20410
[41]	validation_0-mae:7082.32617	validation_1-mae:7123.56836
[42]	validation_0-mae:7057.58887	validation_1-mae:7101.83301
[43]	validation_0-mae:7039.52002	validation_1-mae:7094.11768
[44]	validation_0-mae:7026.76221	validation_1-mae:7084.91406
[45]	validation_0-mae:7009.11133	validation_1-mae:7071.36719
[46]	validation_0-mae:6994.56494	validation_1-mae:7065.31836
[47]	validation_0-mae:6980.03272	validation_1-mae:7053.76221
[48]	validation_0-mae:6966.07275	validation_1-mae:7044.43652
[49]	validation_0-mae:6947.26611	validation_1-mae:7031.47363
[50]	validation_0-mae:6928.91748	validation_1-mae:7014.27100
[51]	validation_0-mae:6917.11426	validation_1-mae:7003.09228
[52]	validation_0-mae:6903.23828	validation_1-mae:6992.62549
[53]	validation_0-mae:6892.02490	validation_1-mae:6982.91992
[54]	validation_0-mae:6876.54590	validation_1-mae:6970.63574
[55]	validation_0-mae:6857.89209	validation_1-mae:6957.33740
[56]	validation_0-mae:6839.33057	validation_1-mae:6946.53857
[57]	validation_0-mae:6823.43603	validation_1-mae:6935.30518
[58]	validation_0-mae:6814.59619	validation_1-mae:6928.43848
[59]	validation_0-mae:6800.46924	validation_1-mae:6917.41113
[60]	validation_0-mae:6788.70264	validation_1-mae:6910.86084
[61]	validation_0-mae:6778.90234	validation_1-mae:6901.79102
[62]	validation_0-mae:6758.51416	validation_1-mae:6884.58594
[63]	validation_0-mae:6751.14404	validation_1-mae:6881.66260
[64]	validation_0-mae:6739.97461	validation_1-mae:6875.61426
[65]	validation_0-mae:6731.62451	validation_1-mae:6868.75195
[66]	validation_0-mae:6717.78418	validation_1-mae:6858.48047
[67]	validation_0-mae:6705.62353	validation_1-mae:6849.22949
[68]	validation_0-mae:6697.56103	validation_1-mae:6842.40820
[69]	validation_0-mae:6680.27637	validation_1-mae:6830.09473
[70]	validation_0-mae:6672.40137	validation_1-mae:6827.80811
[71]	validation_0-mae:6657.65967	validation_1-mae:6816.27637
[72]	validation_0-mae:6649.21387	validation_1-mae:6812.98096
[73]	validation_0-mae:6638.79883	validation_1-mae:6805.55615
[74]	validation_0-mae:6628.81836	validation_1-mae:6797.14941
[75]	validation_0-mae:6617.08643	validation_1-mae:6785.94824
[76]	validation_0-mae:6606.19092	validation_1-mae:6778.07080
[77]	validation_0-mae:6591.83350	validation_1-mae:6765.50244
[78]	validation_0-mae:6585.75439	validation_1-mae:6761.94043
[79]	validation_0-mae:6578.17529	validation_1-mae:6756.05127
[80]	validation_0-mae:6570.19482	validation_1-mae:6749.82812
[81]	validation_0-mae:6562.47705	validation_1-mae:6747.46680
[82]	validation_0-mae:6557.17920	validation_1-mae:6743.89893
[83]	validation_0-mae:6549.46631	validation_1-mae:6738.17920
[84]	validation_0-mae:6537.48096	validation_1-mae:6727.65478
[85]	validation_0-mae:6530.67871	validation_1-mae:6720.98047
[86]	validation_0-mae:6520.73145	validation_1-mae:6714.09619
[87]	validation_0-mae:6515.53857	validation_1-mae:6711.49707
[88]	validation_0-mae:6507.92432	validation_1-mae:6705.99853
[89]	validation_0-mae:6501.02344	validation_1-mae:6700.57080
[90]	validation_0-mae:6496.14893	validation_1-mae:6697.19043
[91]	validation_0-mae:6489.87988	validation_1-mae:6692.03809
[92]	validation_0-mae:6481.36328	validation_1-mae:6685.98779
[93]	validation_0-mae:6477.21728	validation_1-mae:6684.52881
[94]	validation_0-mae:6472.32959	validation_1-mae:6681.61475
[95]	validation_0-mae:6463.28516	validation_1-mae:6675.18115
[96]	validation_0-mae:6456.15820	validation_1-mae:6670.23145
[97]	validation_0-mae:6444.86475	validation_1-mae:6662.62207
[98]	validation_0-mae:6439.21240	validation_1-mae:6658.72070
[99]	validation_0-mae:6433.71875	validation_1-mae:6654.21875
[100]	validation_0-mae:6427.04639	validation_1-mae:6654.31103
[101]	validation_0-mae:6420.62891	validation_1-mae:6650.48486
[102]	validation_0-mae:6412.22852	validation_1-mae:6643.08057
[103]	validation_0-mae:6404.81152	validation_1-mae:6638.04297
[104]	validation_0-mae:6399.72803	validation_1-mae:6634.15967
[105]	validation_0-mae:6393.78418	validation_1-mae:6630.88428
[106]	validation_0-mae:6386.50928	validation_1-mae:6624.75049
[107]	validation_0-mae:6378.60352	validation_1-mae:6619.17285
[108]	validation_0-mae:6374.52295	validation_1-mae:6616.56348
[109]	validation_0-mae:6370.21094	validation_1-mae:6613.34863
[110]	validation_0-mae:6366.26660	validation_1-mae:6611.44971
[111]	validation_0-mae:6363.92969	validation_1-mae:6610.65576
[112]	validation_0-mae:6359.30420	validation_1-mae:6607.13232
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[1654]	validation_0-mae:3950.46436	validation_1-mae:6042.22754
[1655]	validation_0-mae:3949.75586	validation_1-mae:6042.39014
[1656]	validation_0-mae:3949.34106	validation_1-mae:6042.50732
[1657]	validation_0-mae:3948.76538	validation_1-mae:6042.44678
[1658]	validation_0-mae:3947.97461	validation_1-mae:6042.89941
[1659]	validation_0-mae:3946.84497	validation_1-mae:6042.60645
[1660]	validation_0-mae:3945.57080	validation_1-mae:6041.85352
[1661]	validation_0-mae:3944.85010	validation_1-mae:6041.56494
[1662]	validation_0-mae:3943.21094	validation_1-mae:6041.12647
[1663]	validation_0-mae:3941.96704	validation_1-mae:6041.49951
[1664]	validation_0-mae:3941.36694	validation_1-mae:6041.36035
[1665]	validation_0-mae:3940.81323	validation_1-mae:6041.18408
[1666]	validation_0-mae:3940.09888	validation_1-mae:6041.28174
[1667]	validation_0-mae:3939.01269	validation_1-mae:6041.19775
[1668]	validation_0-mae:3937.74243	validation_1-mae:6041.21289
[1669]	validation_0-mae:3937.51221	validation_1-mae:6041.11084
[1670]	validation_0-mae:3937.15527	validation_1-mae:6041.16895
[1671]	validation_0-mae:3936.84204	validation_1-mae:6040.99023
[1672]	validation_0-mae:3936.20142	validation_1-mae:6040.58105
[1673]	validation_0-mae:3935.92285	validation_1-mae:6040.71436
[1674]	validation_0-mae:3935.50391	validation_1-mae:6040.70703
[1675]	validation_0-mae:3934.61157	validation_1-mae:6040.85107
[1676]	validation_0-mae:3933.24390	validation_1-mae:6040.94824
[1677]	validation_0-mae:3932.78052	validation_1-mae:6040.94971
[1678]	validation_0-mae:3932.28247	validation_1-mae:6040.92920
[1679]	validation_0-mae:3931.98828	validation_1-mae:6041.03955
[1680]	validation_0-mae:3931.42847	validation_1-mae:6041.14648
[1681]	validation_0-mae:3930.73975	validation_1-mae:6041.25684
[1682]	validation_0-mae:3930.19824	validation_1-mae:6041.26758
[1683]	validation_0-mae:3929.74194	validation_1-mae:6041.39111
[1684]	validation_0-mae:3928.89673	validation_1-mae:6042.00488
[1685]	validation_0-mae:3928.06177	validation_1-mae:6041.76416
[1686]	validation_0-mae:3927.79688	validation_1-mae:6041.82178
[1687]	validation_0-mae:3927.02734	validation_1-mae:6041.53711
[1688]	validation_0-mae:3925.96216	validation_1-mae:6041.76562
[1689]	validation_0-mae:3925.11523	validation_1-mae:6041.79639
[1690]	validation_0-mae:3924.27588	validation_1-mae:6041.67725
[1691]	validation_0-mae:3923.53394	validation_1-mae:6042.09180
[1692]	validation_0-mae:3923.13501	validation_1-mae:6042.19238
[1693]	validation_0-mae:3922.65576	validation_1-mae:6042.23340
[1694]	validation_0-mae:3922.25464	validation_1-mae:6042.32520
[1695]	validation_0-mae:3921.32031	validation_1-mae:6042.17676
[1696]	validation_0-mae:3920.61743	validation_1-mae:6042.08545
[1697]	validation_0-mae:3920.05884	validation_1-mae:6042.17578
[1698]	validation_0-mae:3919.39478	validation_1-mae:6042.57520
[1699]	validation_0-mae:3919.18677	validation_1-mae:6042.63672
Dropping: golf
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.35547
[15]	validation_0-mae:9084.22363	validation_1-mae:8904.93359
[16]	validation_0-mae:8802.57812	validation_1-mae:8633.53809
[17]	validation_0-mae:8567.55664	validation_1-mae:8407.92578
[18]	validation_0-mae:8374.81055	validation_1-mae:8219.79883
[19]	validation_0-mae:8212.58887	validation_1-mae:8066.12695
[20]	validation_0-mae:8070.96777	validation_1-mae:7941.51074
[21]	validation_0-mae:7947.84131	validation_1-mae:7833.81543
[22]	validation_0-mae:7848.58691	validation_1-mae:7743.85352
[23]	validation_0-mae:7764.19580	validation_1-mae:7671.55664
[24]	validation_0-mae:7680.78613	validation_1-mae:7595.69287
[25]	validation_0-mae:7612.84912	validation_1-mae:7539.31592
[26]	validation_0-mae:7556.91211	validation_1-mae:7492.54541
[27]	validation_0-mae:7497.50391	validation_1-mae:7439.72803
[28]	validation_0-mae:7443.03516	validation_1-mae:7392.43457
[29]	validation_0-mae:7397.54492	validation_1-mae:7351.68164
[30]	validation_0-mae:7356.93701	validation_1-mae:7316.98633
[31]	validation_0-mae:7327.41553	validation_1-mae:7295.49170
[32]	validation_0-mae:7296.35986	validation_1-mae:7273.16309
[33]	validation_0-mae:7267.11914	validation_1-mae:7252.57373
[34]	validation_0-mae:7235.44482	validation_1-mae:7229.22119
[35]	validation_0-mae:7214.89551	validation_1-mae:7211.68799
[36]	validation_0-mae:7193.40088	validation_1-mae:7201.47949
[37]	validation_0-mae:7173.23096	validation_1-mae:7191.71728
[38]	validation_0-mae:7151.52832	validation_1-mae:7175.96680
[39]	validation_0-mae:7127.67383	validation_1-mae:7158.80713
[40]	validation_0-mae:7107.72949	validation_1-mae:7144.49365
[41]	validation_0-mae:7082.99365	validation_1-mae:7124.08594
[42]	validation_0-mae:7058.23633	validation_1-mae:7102.49121
[43]	validation_0-mae:7040.19580	validation_1-mae:7094.92188
[44]	validation_0-mae:7027.59766	validation_1-mae:7086.05322
[45]	validation_0-mae:7015.29980	validation_1-mae:7077.26807
[46]	validation_0-mae:6999.47168	validation_1-mae:7063.73877
[47]	validation_0-mae:6983.52051	validation_1-mae:7053.66211
[48]	validation_0-mae:6967.93262	validation_1-mae:7046.18555
[49]	validation_0-mae:6952.52734	validation_1-mae:7033.60986
[50]	validation_0-mae:6928.05420	validation_1-mae:7015.58691
[51]	validation_0-mae:6914.90088	validation_1-mae:7007.20410
[52]	validation_0-mae:6905.52002	validation_1-mae:7001.44531
[53]	validation_0-mae:6891.68164	validation_1-mae:6990.08594
[54]	validation_0-mae:6873.16748	validation_1-mae:6974.37012
[55]	validation_0-mae:6861.39062	validation_1-mae:6967.89258
[56]	validation_0-mae:6846.26953	validation_1-mae:6956.55371
[57]	validation_0-mae:6828.45312	validation_1-mae:6940.80908
[58]	validation_0-mae:6817.54932	validation_1-mae:6932.84619
[59]	validation_0-mae:6805.02734	validation_1-mae:6923.91016
[60]	validation_0-mae:6791.97607	validation_1-mae:6912.03906
[61]	validation_0-mae:6779.50195	validation_1-mae:6903.86475
[62]	validation_0-mae:6769.71191	validation_1-mae:6896.83545
[63]	validation_0-mae:6754.06543	validation_1-mae:6884.79443
[64]	validation_0-mae:6742.91064	validation_1-mae:6878.34570
[65]	validation_0-mae:6728.06982	validation_1-mae:6865.88086
[66]	validation_0-mae:6705.94580	validation_1-mae:6846.84717
[67]	validation_0-mae:6696.60889	validation_1-mae:6842.47266
[68]	validation_0-mae:6685.20801	validation_1-mae:6834.62256
[69]	validation_0-mae:6673.81836	validation_1-mae:6829.45557
[70]	validation_0-mae:6662.97900	validation_1-mae:6820.21338
[71]	validation_0-mae:6652.97070	validation_1-mae:6812.52832
[72]	validation_0-mae:6637.33838	validation_1-mae:6801.70752
[73]	validation_0-mae:6630.03857	validation_1-mae:6797.27148
[74]	validation_0-mae:6618.99756	validation_1-mae:6789.80078
[75]	validation_0-mae:6609.50049	validation_1-mae:6781.28174
[76]	validation_0-mae:6595.96387	validation_1-mae:6770.27930
[77]	validation_0-mae:6585.05029	validation_1-mae:6761.62549
[78]	validation_0-mae:6579.63574	validation_1-mae:6757.69678
[79]	validation_0-mae:6570.67188	validation_1-mae:6753.59375
[80]	validation_0-mae:6558.69141	validation_1-mae:6745.56543
[81]	validation_0-mae:6548.37353	validation_1-mae:6740.24219
[82]	validation_0-mae:6539.57178	validation_1-mae:6734.76953
[83]	validation_0-mae:6535.06103	validation_1-mae:6730.08154
[84]	validation_0-mae:6524.82520	validation_1-mae:6724.02441
[85]	validation_0-mae:6517.12647	validation_1-mae:6717.78662
[86]	validation_0-mae:6505.71191	validation_1-mae:6709.86816
[87]	validation_0-mae:6500.55176	validation_1-mae:6706.86572
[88]	validation_0-mae:6494.39600	validation_1-mae:6701.39697
[89]	validation_0-mae:6484.93555	validation_1-mae:6696.66162
[90]	validation_0-mae:6477.25879	validation_1-mae:6692.96191
[91]	validation_0-mae:6472.63232	validation_1-mae:6691.21191
[92]	validation_0-mae:6463.34473	validation_1-mae:6684.40576
[93]	validation_0-mae:6459.15283	validation_1-mae:6681.24951
[94]	validation_0-mae:6453.57715	validation_1-mae:6676.31738
[95]	validation_0-mae:6446.33496	validation_1-mae:6671.57861
[96]	validation_0-mae:6442.79443	validation_1-mae:6668.52783
[97]	validation_0-mae:6433.87256	validation_1-mae:6662.04932
[98]	validation_0-mae:6424.43555	validation_1-mae:6656.37451
[99]	validation_0-mae:6415.58008	validation_1-mae:6649.18750
[100]	validation_0-mae:6403.69678	validation_1-mae:6641.32617
[101]	validation_0-mae:6398.21777	validation_1-mae:6636.71924
[102]	validation_0-mae:6391.99658	validation_1-mae:6633.19482
[103]	validation_0-mae:6390.20703	validation_1-mae:6633.24853
[104]	validation_0-mae:6385.01318	validation_1-mae:6629.13330
[105]	validation_0-mae:6379.72314	validation_1-mae:6625.78027
[106]	validation_0-mae:6375.46484	validation_1-mae:6623.03760
[107]	validation_0-mae:6368.79492	validation_1-mae:6618.49707
[108]	validation_0-mae:6361.68652	validation_1-mae:6614.61035
[109]	validation_0-mae:6355.03223	validation_1-mae:6608.09424
[110]	validation_0-mae:6349.61865	validation_1-mae:6605.15967
[111]	validation_0-mae:6344.97217	validation_1-mae:6602.00342
[112]	validation_0-mae:6337.55859	validation_1-mae:6596.63281
[113]	validation_0-mae:6334.06787	validation_1-mae:6594.02246
[114]	validation_0-mae:6326.78320	validation_1-mae:6589.47754
[115]	validation_0-mae:6324.01318	validation_1-mae:6587.42480
[116]	validation_0-mae:6319.65967	validation_1-mae:6585.54297
[117]	validation_0-mae:6315.87891	validation_1-mae:6584.37549
[118]	validation_0-mae:6313.52637	validation_1-mae:6582.41846
[119]	validation_0-mae:6307.91650	validation_1-mae:6578.94629
[120]	validation_0-mae:6302.37109	validation_1-mae:6575.37988
[121]	validation_0-mae:6293.97998	validation_1-mae:6569.08398
[122]	validation_0-mae:6288.38916	validation_1-mae:6565.15088
[123]	validation_0-mae:6285.52344	validation_1-mae:6562.87647
[124]	validation_0-mae:6281.65381	validation_1-mae:6560.50049
[125]	validation_0-mae:6273.31250	validation_1-mae:6552.97900
[126]	validation_0-mae:6268.59961	validation_1-mae:6552.29395
[127]	validation_0-mae:6264.66211	validation_1-mae:6551.42041
[128]	validation_0-mae:6262.08789	validation_1-mae:6549.53857
[129]	validation_0-mae:6255.29248	validation_1-mae:6544.32617
[130]	validation_0-mae:6250.56299	validation_1-mae:6541.96582
[131]	validation_0-mae:6244.79248	validation_1-mae:6539.78272
[132]	validation_0-mae:6238.88330	validation_1-mae:6536.17432
[133]	validation_0-mae:6236.00928	validation_1-mae:6534.65283
[134]	validation_0-mae:6230.46826	validation_1-mae:6531.53076
[135]	validation_0-mae:6225.00244	validation_1-mae:6528.41699
[136]	validation_0-mae:6221.56641	validation_1-mae:6526.31836
[137]	validation_0-mae:6217.73438	validation_1-mae:6525.01807
[138]	validation_0-mae:6214.33496	validation_1-mae:6523.30762
[139]	validation_0-mae:6208.84570	validation_1-mae:6521.20898
[140]	validation_0-mae:6204.61279	validation_1-mae:6518.11035
[141]	validation_0-mae:6201.39990	validation_1-mae:6517.24414
[142]	validation_0-mae:6199.77734	validation_1-mae:6516.62647
[143]	validation_0-mae:6192.31934	validation_1-mae:6511.08350
[144]	validation_0-mae:6184.52051	validation_1-mae:6506.24121
[145]	validation_0-mae:6180.16699	validation_1-mae:6504.11768
[146]	validation_0-mae:6172.56689	validation_1-mae:6501.17334
[147]	validation_0-mae:6167.88135	validation_1-mae:6497.25000
[148]	validation_0-mae:6163.60596	validation_1-mae:6494.03955
[149]	validation_0-mae:6159.90869	validation_1-mae:6493.10889
[150]	validation_0-mae:6154.72363	validation_1-mae:6489.05664
[151]	validation_0-mae:6150.80615	validation_1-mae:6486.96533
[152]	validation_0-mae:6142.49121	validation_1-mae:6481.22949
[153]	validation_0-mae:6139.90137	validation_1-mae:6481.00586
[154]	validation_0-mae:6138.51514	validation_1-mae:6480.48779
[155]	validation_0-mae:6134.85059	validation_1-mae:6479.45215
[156]	validation_0-mae:6132.17236	validation_1-mae:6477.49902
[157]	validation_0-mae:6127.09570	validation_1-mae:6476.05664
[158]	validation_0-mae:6122.06299	validation_1-mae:6473.81299
[159]	validation_0-mae:6117.28223	validation_1-mae:6471.23633
[160]	validation_0-mae:6111.73242	validation_1-mae:6469.14014
[161]	validation_0-mae:6109.10693	validation_1-mae:6468.00049
[162]	validation_0-mae:6106.63770	validation_1-mae:6466.17480
[163]	validation_0-mae:6103.08887	validation_1-mae:6464.23145
[164]	validation_0-mae:6100.18066	validation_1-mae:6462.28467
[165]	validation_0-mae:6094.49658	validation_1-mae:6458.50195
[166]	validation_0-mae:6089.30518	validation_1-mae:6455.71387
[167]	validation_0-mae:6085.02637	validation_1-mae:6455.14648
[168]	validation_0-mae:6078.20703	validation_1-mae:6449.49121
[169]	validation_0-mae:6074.35352	validation_1-mae:6447.98877
[170]	validation_0-mae:6069.62207	validation_1-mae:6445.83887
[171]	validation_0-mae:6064.18457	validation_1-mae:6441.12353
[172]	validation_0-mae:6059.58008	validation_1-mae:6438.36523
[173]	validation_0-mae:6055.84814	validation_1-mae:6436.37353
[174]	validation_0-mae:6051.27148	validation_1-mae:6435.07910
[175]	validation_0-mae:6046.81201	validation_1-mae:6433.12842
[176]	validation_0-mae:6043.40088	validation_1-mae:6432.09814
[177]	validation_0-mae:6041.16357	validation_1-mae:6430.86621
[178]	validation_0-mae:6038.89160	validation_1-mae:6429.95996
[179]	validation_0-mae:6037.87647	validation_1-mae:6429.60547
[180]	validation_0-mae:6036.51758	validation_1-mae:6429.35352
[181]	validation_0-mae:6033.63867	validation_1-mae:6428.12891
[182]	validation_0-mae:6029.12451	validation_1-mae:6425.08496
[183]	validation_0-mae:6026.85059	validation_1-mae:6424.76514
[184]	validation_0-mae:6024.45557	validation_1-mae:6424.15625
[185]	validation_0-mae:6021.39209	validation_1-mae:6423.35352
[186]	validation_0-mae:6016.12695	validation_1-mae:6419.99951
[187]	validation_0-mae:6012.17676	validation_1-mae:6417.78857
[188]	validation_0-mae:6008.30664	validation_1-mae:6416.32422
[189]	validation_0-mae:6005.23486	validation_1-mae:6415.68994
[190]	validation_0-mae:6001.87939	validation_1-mae:6414.78662
[191]	validation_0-mae:5999.04639	validation_1-mae:6413.17969
[192]	validation_0-mae:5995.69434	validation_1-mae:6410.80176
[193]	validation_0-mae:5990.47998	validation_1-mae:6408.27051
[194]	validation_0-mae:5987.96191	validation_1-mae:6407.99023
[195]	validation_0-mae:5986.78955	validation_1-mae:6407.18213
[196]	validation_0-mae:5984.89160	validation_1-mae:6406.69580
[197]	validation_0-mae:5982.50147	validation_1-mae:6405.82764
[198]	validation_0-mae:5979.52051	validation_1-mae:6404.07275
[199]	validation_0-mae:5974.08105	validation_1-mae:6401.41357
[200]	validation_0-mae:5971.82568	validation_1-mae:6400.18945
[201]	validation_0-mae:5969.57178	validation_1-mae:6399.61426
[202]	validation_0-mae:5964.40186	validation_1-mae:6394.49365
[203]	validation_0-mae:5955.62647	validation_1-mae:6389.43408
[204]	validation_0-mae:5952.42236	validation_1-mae:6387.91406
[205]	validation_0-mae:5950.25977	validation_1-mae:6386.37939
[206]	validation_0-mae:5948.94971	validation_1-mae:6386.22656
[207]	validation_0-mae:5946.89941	validation_1-mae:6385.59863
[208]	validation_0-mae:5941.89746	validation_1-mae:6383.12061
[209]	validation_0-mae:5939.53272	validation_1-mae:6382.47412
[210]	validation_0-mae:5933.22998	validation_1-mae:6379.10254
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[1495]	validation_0-mae:4071.60522	validation_1-mae:6029.69824
[1496]	validation_0-mae:4071.13843	validation_1-mae:6029.65820
[1497]	validation_0-mae:4070.31885	validation_1-mae:6029.25342
[1498]	validation_0-mae:4069.76636	validation_1-mae:6029.27978
[1499]	validation_0-mae:4068.09644	validation_1-mae:6029.32031
[1500]	validation_0-mae:4067.38525	validation_1-mae:6029.25293
[1501]	validation_0-mae:4066.80493	validation_1-mae:6029.71338
[1502]	validation_0-mae:4066.18579	validation_1-mae:6029.95654
[1503]	validation_0-mae:4065.78247	validation_1-mae:6030.12744
[1504]	validation_0-mae:4064.50781	validation_1-mae:6029.81006
[1505]	validation_0-mae:4063.05566	validation_1-mae:6029.45508
[1506]	validation_0-mae:4062.56592	validation_1-mae:6029.33350
[1507]	validation_0-mae:4061.78320	validation_1-mae:6029.30127
[1508]	validation_0-mae:4060.81348	validation_1-mae:6029.03955
[1509]	validation_0-mae:4060.00610	validation_1-mae:6029.06934
[1510]	validation_0-mae:4059.54004	validation_1-mae:6029.03027
[1511]	validation_0-mae:4058.82227	validation_1-mae:6029.15478
[1512]	validation_0-mae:4057.40210	validation_1-mae:6029.64795
[1513]	validation_0-mae:4056.35034	validation_1-mae:6029.34033
[1514]	validation_0-mae:4055.62451	validation_1-mae:6029.43603
[1515]	validation_0-mae:4054.47632	validation_1-mae:6029.55518
[1516]	validation_0-mae:4053.19629	validation_1-mae:6029.81006
[1517]	validation_0-mae:4052.31885	validation_1-mae:6029.83887
[1518]	validation_0-mae:4051.07739	validation_1-mae:6029.97510
[1519]	validation_0-mae:4050.30420	validation_1-mae:6029.92334
[1520]	validation_0-mae:4050.03394	validation_1-mae:6030.26270
[1521]	validation_0-mae:4049.15161	validation_1-mae:6030.23438
[1522]	validation_0-mae:4047.98144	validation_1-mae:6030.22510
[1523]	validation_0-mae:4046.47632	validation_1-mae:6030.07080
[1524]	validation_0-mae:4045.29785	validation_1-mae:6030.41406
[1525]	validation_0-mae:4044.30176	validation_1-mae:6029.88770
[1526]	validation_0-mae:4043.09692	validation_1-mae:6029.54297
[1527]	validation_0-mae:4042.04419	validation_1-mae:6029.07275
[1528]	validation_0-mae:4041.36304	validation_1-mae:6029.38086
[1529]	validation_0-mae:4039.74707	validation_1-mae:6029.44727
[1530]	validation_0-mae:4039.31299	validation_1-mae:6029.33545
[1531]	validation_0-mae:4038.48169	validation_1-mae:6029.68359
[1532]	validation_0-mae:4037.84814	validation_1-mae:6029.43897
[1533]	validation_0-mae:4037.40332	validation_1-mae:6029.29297
[1534]	validation_0-mae:4037.19873	validation_1-mae:6029.32324
[1535]	validation_0-mae:4036.74414	validation_1-mae:6029.37842
[1536]	validation_0-mae:4035.67358	validation_1-mae:6029.08057
[1537]	validation_0-mae:4034.29883	validation_1-mae:6028.72803
[1538]	validation_0-mae:4033.88184	validation_1-mae:6028.62109
[1539]	validation_0-mae:4033.23779	validation_1-mae:6028.41553
[1540]	validation_0-mae:4033.11523	validation_1-mae:6028.47803
[1541]	validation_0-mae:4031.68262	validation_1-mae:6028.55762
[1542]	validation_0-mae:4030.82129	validation_1-mae:6028.51270
[1543]	validation_0-mae:4030.52344	validation_1-mae:6028.75586
[1544]	validation_0-mae:4030.39795	validation_1-mae:6028.71533
[1545]	validation_0-mae:4029.79834	validation_1-mae:6028.43701
[1546]	validation_0-mae:4029.06177	validation_1-mae:6028.01123
[1547]	validation_0-mae:4028.47144	validation_1-mae:6027.81934
[1548]	validation_0-mae:4027.69165	validation_1-mae:6027.88428
[1549]	validation_0-mae:4027.34033	validation_1-mae:6028.06738
[1550]	validation_0-mae:4027.23999	validation_1-mae:6028.16016
[1551]	validation_0-mae:4026.84253	validation_1-mae:6028.46631
[1552]	validation_0-mae:4026.82764	validation_1-mae:6028.49512
[1553]	validation_0-mae:4026.58984	validation_1-mae:6028.63428
[1554]	validation_0-mae:4026.29810	validation_1-mae:6028.63867
[1555]	validation_0-mae:4025.37427	validation_1-mae:6028.48633
[1556]	validation_0-mae:4025.02100	validation_1-mae:6028.36084
[1557]	validation_0-mae:4023.86694	validation_1-mae:6028.83105
[1558]	validation_0-mae:4023.39575	validation_1-mae:6028.94336
[1559]	validation_0-mae:4022.49634	validation_1-mae:6028.97656
[1560]	validation_0-mae:4021.66748	validation_1-mae:6029.23389
[1561]	validation_0-mae:4021.29614	validation_1-mae:6029.32812
[1562]	validation_0-mae:4020.49902	validation_1-mae:6029.89600
[1563]	validation_0-mae:4019.08984	validation_1-mae:6030.05273
[1564]	validation_0-mae:4017.70068	validation_1-mae:6029.99463
[1565]	validation_0-mae:4016.60254	validation_1-mae:6030.32080
[1566]	validation_0-mae:4015.35278	validation_1-mae:6030.09082
[1567]	validation_0-mae:4014.10400	validation_1-mae:6030.42822
[1568]	validation_0-mae:4013.57959	validation_1-mae:6030.43897
[1569]	validation_0-mae:4012.29321	validation_1-mae:6030.40137
[1570]	validation_0-mae:4011.03491	validation_1-mae:6030.72656
[1571]	validation_0-mae:4009.76123	validation_1-mae:6030.45312
[1572]	validation_0-mae:4009.05151	validation_1-mae:6030.44629
[1573]	validation_0-mae:4008.38110	validation_1-mae:6030.51367
[1574]	validation_0-mae:4007.15942	validation_1-mae:6030.75586
[1575]	validation_0-mae:4006.09399	validation_1-mae:6030.90186
[1576]	validation_0-mae:4005.26587	validation_1-mae:6031.33154
[1577]	validation_0-mae:4004.67358	validation_1-mae:6031.27490
[1578]	validation_0-mae:4003.25317	validation_1-mae:6030.77832
[1579]	validation_0-mae:4002.30298	validation_1-mae:6030.53906
[1580]	validation_0-mae:4001.63135	validation_1-mae:6030.45947
[1581]	validation_0-mae:4000.93213	validation_1-mae:6030.66455
[1582]	validation_0-mae:3999.52222	validation_1-mae:6030.63770
[1583]	validation_0-mae:3998.19922	validation_1-mae:6030.43018
[1584]	validation_0-mae:3997.16016	validation_1-mae:6030.24365
[1585]	validation_0-mae:3996.35181	validation_1-mae:6029.88184
[1586]	validation_0-mae:3995.74756	validation_1-mae:6029.75049
[1587]	validation_0-mae:3995.04785	validation_1-mae:6029.31787
[1588]	validation_0-mae:3994.27319	validation_1-mae:6029.44238
[1589]	validation_0-mae:3992.98950	validation_1-mae:6029.20020
[1590]	validation_0-mae:3992.02295	validation_1-mae:6029.53613
[1591]	validation_0-mae:3991.15405	validation_1-mae:6029.38086
[1592]	validation_0-mae:3989.70679	validation_1-mae:6028.90772
[1593]	validation_0-mae:3988.58936	validation_1-mae:6029.50195
[1594]	validation_0-mae:3988.05005	validation_1-mae:6029.57764
[1595]	validation_0-mae:3986.99463	validation_1-mae:6029.79053
[1596]	validation_0-mae:3986.14233	validation_1-mae:6029.51172
[1597]	validation_0-mae:3985.47144	validation_1-mae:6029.66064
[1598]	validation_0-mae:3984.54468	validation_1-mae:6029.63721
[1599]	validation_0-mae:3983.78247	validation_1-mae:6030.20215
[1600]	validation_0-mae:3982.69605	validation_1-mae:6030.47119
[1601]	validation_0-mae:3981.54492	validation_1-mae:6030.74219
[1602]	validation_0-mae:3979.82397	validation_1-mae:6031.08789
[1603]	validation_0-mae:3978.32446	validation_1-mae:6031.21728
[1604]	validation_0-mae:3977.68970	validation_1-mae:6031.05029
[1605]	validation_0-mae:3976.89819	validation_1-mae:6030.87207
[1606]	validation_0-mae:3976.25073	validation_1-mae:6031.00732
[1607]	validation_0-mae:3975.19067	validation_1-mae:6030.98193
[1608]	validation_0-mae:3973.62891	validation_1-mae:6031.58740
[1609]	validation_0-mae:3972.72217	validation_1-mae:6031.99072
[1610]	validation_0-mae:3972.34082	validation_1-mae:6032.11670
[1611]	validation_0-mae:3971.95654	validation_1-mae:6032.14941
[1612]	validation_0-mae:3971.61084	validation_1-mae:6032.17139
[1613]	validation_0-mae:3970.58960	validation_1-mae:6032.11133
[1614]	validation_0-mae:3969.18506	validation_1-mae:6032.10938
[1615]	validation_0-mae:3968.05566	validation_1-mae:6032.58105
[1616]	validation_0-mae:3967.32349	validation_1-mae:6032.55273
[1617]	validation_0-mae:3966.07471	validation_1-mae:6032.38867
[1618]	validation_0-mae:3965.32495	validation_1-mae:6032.71973
[1619]	validation_0-mae:3963.88355	validation_1-mae:6032.98975
[1620]	validation_0-mae:3962.59668	validation_1-mae:6032.95361
[1621]	validation_0-mae:3961.08838	validation_1-mae:6032.81689
[1622]	validation_0-mae:3960.46045	validation_1-mae:6032.84619
[1623]	validation_0-mae:3959.54224	validation_1-mae:6032.90967
[1624]	validation_0-mae:3958.12891	validation_1-mae:6032.18555
[1625]	validation_0-mae:3957.43237	validation_1-mae:6031.94629
[1626]	validation_0-mae:3956.70557	validation_1-mae:6031.65674
[1627]	validation_0-mae:3955.72461	validation_1-mae:6031.52637
[1628]	validation_0-mae:3954.62891	validation_1-mae:6032.04883
[1629]	validation_0-mae:3953.16064	validation_1-mae:6031.58936
[1630]	validation_0-mae:3952.49438	validation_1-mae:6031.73584
[1631]	validation_0-mae:3952.29761	validation_1-mae:6031.75586
[1632]	validation_0-mae:3951.45386	validation_1-mae:6031.92383
[1633]	validation_0-mae:3950.76978	validation_1-mae:6031.90918
[1634]	validation_0-mae:3949.89258	validation_1-mae:6031.76709
[1635]	validation_0-mae:3949.38452	validation_1-mae:6031.86279
[1636]	validation_0-mae:3948.81787	validation_1-mae:6031.88135
[1637]	validation_0-mae:3947.48853	validation_1-mae:6031.56982
[1638]	validation_0-mae:3946.56860	validation_1-mae:6031.42725
[1639]	validation_0-mae:3945.43433	validation_1-mae:6031.74707
[1640]	validation_0-mae:3944.24805	validation_1-mae:6031.76953
[1641]	validation_0-mae:3943.08301	validation_1-mae:6031.61426
[1642]	validation_0-mae:3942.16748	validation_1-mae:6031.59131
[1643]	validation_0-mae:3941.43140	validation_1-mae:6031.75147
[1644]	validation_0-mae:3940.47949	validation_1-mae:6031.41650
[1645]	validation_0-mae:3939.80273	validation_1-mae:6031.76514
[1646]	validation_0-mae:3939.04199	validation_1-mae:6031.71875
[1647]	validation_0-mae:3938.68188	validation_1-mae:6031.54053
[1648]	validation_0-mae:3937.89429	validation_1-mae:6031.55371
[1649]	validation_0-mae:3937.57007	validation_1-mae:6031.73242
[1650]	validation_0-mae:3937.51611	validation_1-mae:6031.74316
[1651]	validation_0-mae:3937.50513	validation_1-mae:6031.75635
[1652]	validation_0-mae:3937.31274	validation_1-mae:6031.76270
[1653]	validation_0-mae:3936.68457	validation_1-mae:6031.67578
[1654]	validation_0-mae:3936.01392	validation_1-mae:6031.52686
[1655]	validation_0-mae:3935.67969	validation_1-mae:6031.50391
[1656]	validation_0-mae:3934.66504	validation_1-mae:6031.33740
[1657]	validation_0-mae:3933.79102	validation_1-mae:6031.92822
[1658]	validation_0-mae:3933.41455	validation_1-mae:6032.02197
[1659]	validation_0-mae:3932.04688	validation_1-mae:6031.76514
[1660]	validation_0-mae:3931.20093	validation_1-mae:6031.67432
[1661]	validation_0-mae:3930.67920	validation_1-mae:6031.48389
[1662]	validation_0-mae:3930.12402	validation_1-mae:6031.35547
[1663]	validation_0-mae:3929.31299	validation_1-mae:6031.18408
[1664]	validation_0-mae:3928.28589	validation_1-mae:6031.26318
[1665]	validation_0-mae:3927.41626	validation_1-mae:6031.36963
[1666]	validation_0-mae:3926.74048	validation_1-mae:6031.24658
[1667]	validation_0-mae:3926.55664	validation_1-mae:6031.30371
[1668]	validation_0-mae:3925.77075	validation_1-mae:6031.54443
[1669]	validation_0-mae:3924.66699	validation_1-mae:6031.26758
[1670]	validation_0-mae:3924.10791	validation_1-mae:6031.42969
[1671]	validation_0-mae:3923.06567	validation_1-mae:6031.09228
[1672]	validation_0-mae:3922.05029	validation_1-mae:6030.92529
[1673]	validation_0-mae:3921.05200	validation_1-mae:6030.96191
[1674]	validation_0-mae:3920.54712	validation_1-mae:6031.00488
[1675]	validation_0-mae:3919.74072	validation_1-mae:6031.15723
[1676]	validation_0-mae:3918.23633	validation_1-mae:6031.28467
[1677]	validation_0-mae:3917.23022	validation_1-mae:6031.83252
[1678]	validation_0-mae:3916.44971	validation_1-mae:6032.02246
[1679]	validation_0-mae:3915.88208	validation_1-mae:6032.04395
[1680]	validation_0-mae:3915.47217	validation_1-mae:6032.03418
[1681]	validation_0-mae:3914.63184	validation_1-mae:6032.24268
[1682]	validation_0-mae:3913.59766	validation_1-mae:6031.55908
[1683]	validation_0-mae:3912.71558	validation_1-mae:6031.48584
[1684]	validation_0-mae:3911.83520	validation_1-mae:6031.84082
[1685]	validation_0-mae:3910.94067	validation_1-mae:6031.54541
[1686]	validation_0-mae:3909.98975	validation_1-mae:6031.46240
[1687]	validation_0-mae:3908.93970	validation_1-mae:6031.42969
[1688]	validation_0-mae:3908.46362	validation_1-mae:6031.70215
[1689]	validation_0-mae:3907.78247	validation_1-mae:6031.66162
[1690]	validation_0-mae:3907.14282	validation_1-mae:6031.69189
[1691]	validation_0-mae:3906.39356	validation_1-mae:6032.03076
[1692]	validation_0-mae:3905.55640	validation_1-mae:6032.10400
[1693]	validation_0-mae:3904.76953	validation_1-mae:6032.17773
[1694]	validation_0-mae:3904.07617	validation_1-mae:6031.87939
[1695]	validation_0-mae:3903.32373	validation_1-mae:6032.12842
[1696]	validation_0-mae:3902.28491	validation_1-mae:6032.00342
[1697]	validation_0-mae:3901.46460	validation_1-mae:6032.51025
[1698]	validation_0-mae:3901.08960	validation_1-mae:6032.53467
[1699]	validation_0-mae:3900.34985	validation_1-mae:6032.64453
Dropping: spr
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.10840
[7]	validation_0-mae:14475.86523	validation_1-mae:14245.94043
[8]	validation_0-mae:13346.72363	validation_1-mae:13123.75098
[9]	validation_0-mae:12383.51367	validation_1-mae:12163.97363
[10]	validation_0-mae:11563.51367	validation_1-mae:11347.84766
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.19727
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.77930
[13]	validation_0-mae:9819.80371	validation_1-mae:9623.20703
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.73731
[15]	validation_0-mae:9084.22363	validation_1-mae:8905.31543
[16]	validation_0-mae:8802.57812	validation_1-mae:8633.91992
[17]	validation_0-mae:8567.55664	validation_1-mae:8408.30762
[18]	validation_0-mae:8374.81055	validation_1-mae:8220.18164
[19]	validation_0-mae:8212.58887	validation_1-mae:8066.50928
[20]	validation_0-mae:8070.96777	validation_1-mae:7941.89307
[21]	validation_0-mae:7947.84131	validation_1-mae:7834.19727
[22]	validation_0-mae:7848.58691	validation_1-mae:7744.23535
[23]	validation_0-mae:7764.19580	validation_1-mae:7671.93506
[24]	validation_0-mae:7680.78613	validation_1-mae:7596.07178
[25]	validation_0-mae:7612.84912	validation_1-mae:7539.69482
[26]	validation_0-mae:7556.97022	validation_1-mae:7492.92334
[27]	validation_0-mae:7497.56250	validation_1-mae:7440.10645
[28]	validation_0-mae:7443.09375	validation_1-mae:7392.81299
[29]	validation_0-mae:7397.60400	validation_1-mae:7352.06055
[30]	validation_0-mae:7356.99658	validation_1-mae:7317.36426
[31]	validation_0-mae:7327.47461	validation_1-mae:7295.87012
[32]	validation_0-mae:7296.41748	validation_1-mae:7273.54053
[33]	validation_0-mae:7267.17676	validation_1-mae:7252.95068
[34]	validation_0-mae:7235.50195	validation_1-mae:7229.59766
[35]	validation_0-mae:7214.95215	validation_1-mae:7212.59180
[36]	validation_0-mae:7193.45752	validation_1-mae:7202.38379
[37]	validation_0-mae:7173.28760	validation_1-mae:7192.62109
[38]	validation_0-mae:7151.58496	validation_1-mae:7176.87109
[39]	validation_0-mae:7127.73047	validation_1-mae:7159.71094
[40]	validation_0-mae:7107.78516	validation_1-mae:7145.39746
[41]	validation_0-mae:7083.05029	validation_1-mae:7124.99072
[42]	validation_0-mae:7058.29248	validation_1-mae:7103.17822
[43]	validation_0-mae:7040.25244	validation_1-mae:7095.60791
[44]	validation_0-mae:7027.65332	validation_1-mae:7086.74023
[45]	validation_0-mae:7015.35645	validation_1-mae:7077.95410
[46]	validation_0-mae:6999.52832	validation_1-mae:7064.42578
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[1590]	validation_0-mae:3996.72803	validation_1-mae:6053.92725
[1591]	validation_0-mae:3996.37695	validation_1-mae:6054.39795
[1592]	validation_0-mae:3995.87524	validation_1-mae:6054.24902
[1593]	validation_0-mae:3995.43433	validation_1-mae:6053.89307
[1594]	validation_0-mae:3994.85425	validation_1-mae:6054.33447
[1595]	validation_0-mae:3993.81543	validation_1-mae:6054.25147
[1596]	validation_0-mae:3993.33374	validation_1-mae:6054.24756
[1597]	validation_0-mae:3992.83057	validation_1-mae:6053.98975
[1598]	validation_0-mae:3992.77710	validation_1-mae:6053.97900
[1599]	validation_0-mae:3992.36719	validation_1-mae:6053.88281
[1600]	validation_0-mae:3992.01685	validation_1-mae:6054.00439
[1601]	validation_0-mae:3990.95312	validation_1-mae:6053.68652
[1602]	validation_0-mae:3990.08838	validation_1-mae:6053.64355
[1603]	validation_0-mae:3989.16846	validation_1-mae:6053.84473
[1604]	validation_0-mae:3988.75122	validation_1-mae:6053.98291
[1605]	validation_0-mae:3988.08960	validation_1-mae:6054.13184
[1606]	validation_0-mae:3987.12012	validation_1-mae:6054.01172
[1607]	validation_0-mae:3986.00708	validation_1-mae:6054.39404
[1608]	validation_0-mae:3984.84741	validation_1-mae:6054.55273
[1609]	validation_0-mae:3984.44263	validation_1-mae:6054.59033
[1610]	validation_0-mae:3984.40503	validation_1-mae:6054.62891
[1611]	validation_0-mae:3983.49463	validation_1-mae:6054.85303
[1612]	validation_0-mae:3982.66382	validation_1-mae:6055.17627
[1613]	validation_0-mae:3982.21362	validation_1-mae:6055.25928
[1614]	validation_0-mae:3981.39111	validation_1-mae:6055.55273
[1615]	validation_0-mae:3981.12549	validation_1-mae:6055.65918
[1616]	validation_0-mae:3980.62573	validation_1-mae:6055.68018
[1617]	validation_0-mae:3979.87402	validation_1-mae:6055.57764
[1618]	validation_0-mae:3979.16235	validation_1-mae:6055.24951
[1619]	validation_0-mae:3978.29199	validation_1-mae:6055.03564
[1620]	validation_0-mae:3977.46875	validation_1-mae:6054.90478
[1621]	validation_0-mae:3977.00977	validation_1-mae:6055.01416
[1622]	validation_0-mae:3975.90723	validation_1-mae:6055.37109
[1623]	validation_0-mae:3974.88965	validation_1-mae:6055.05566
[1624]	validation_0-mae:3974.31226	validation_1-mae:6055.04980
[1625]	validation_0-mae:3974.11548	validation_1-mae:6055.33154
[1626]	validation_0-mae:3973.69629	validation_1-mae:6055.59863
[1627]	validation_0-mae:3972.71436	validation_1-mae:6056.17041
[1628]	validation_0-mae:3972.43896	validation_1-mae:6056.28272
[1629]	validation_0-mae:3972.35962	validation_1-mae:6056.28223
[1630]	validation_0-mae:3971.38062	validation_1-mae:6056.25977
[1631]	validation_0-mae:3970.98828	validation_1-mae:6056.21240
[1632]	validation_0-mae:3970.45532	validation_1-mae:6056.41943
[1633]	validation_0-mae:3969.79443	validation_1-mae:6056.56641
[1634]	validation_0-mae:3968.55908	validation_1-mae:6056.42139
[1635]	validation_0-mae:3967.60278	validation_1-mae:6056.47510
[1636]	validation_0-mae:3966.92456	validation_1-mae:6056.28174
[1637]	validation_0-mae:3966.20361	validation_1-mae:6056.64551
[1638]	validation_0-mae:3965.81226	validation_1-mae:6056.73438
[1639]	validation_0-mae:3965.41894	validation_1-mae:6056.76904
[1640]	validation_0-mae:3965.01245	validation_1-mae:6056.72852
[1641]	validation_0-mae:3964.97510	validation_1-mae:6056.75000
[1642]	validation_0-mae:3964.38257	validation_1-mae:6056.44678
[1643]	validation_0-mae:3963.81152	validation_1-mae:6056.50488
[1644]	validation_0-mae:3963.08838	validation_1-mae:6056.61279
[1645]	validation_0-mae:3961.89844	validation_1-mae:6056.42529
[1646]	validation_0-mae:3961.24512	validation_1-mae:6056.57666
[1647]	validation_0-mae:3959.69067	validation_1-mae:6056.52100
[1648]	validation_0-mae:3958.45825	validation_1-mae:6056.38086
[1649]	validation_0-mae:3958.13647	validation_1-mae:6056.22217
[1650]	validation_0-mae:3957.51807	validation_1-mae:6056.23877
[1651]	validation_0-mae:3956.56860	validation_1-mae:6056.58398
[1652]	validation_0-mae:3956.14990	validation_1-mae:6056.57275
[1653]	validation_0-mae:3955.25732	validation_1-mae:6056.16699
[1654]	validation_0-mae:3954.56519	validation_1-mae:6056.59082
[1655]	validation_0-mae:3953.96777	validation_1-mae:6056.61279
[1656]	validation_0-mae:3953.25732	validation_1-mae:6056.54688
[1657]	validation_0-mae:3951.90552	validation_1-mae:6056.70557
[1658]	validation_0-mae:3951.41968	validation_1-mae:6056.56006
[1659]	validation_0-mae:3951.23877	validation_1-mae:6056.68213
[1660]	validation_0-mae:3950.83032	validation_1-mae:6056.89893
[1661]	validation_0-mae:3949.76758	validation_1-mae:6057.13770
[1662]	validation_0-mae:3949.32495	validation_1-mae:6056.73730
[1663]	validation_0-mae:3948.40552	validation_1-mae:6057.06592
[1664]	validation_0-mae:3947.70483	validation_1-mae:6057.23730
[1665]	validation_0-mae:3946.99756	validation_1-mae:6057.30322
[1666]	validation_0-mae:3946.72314	validation_1-mae:6057.47949
[1667]	validation_0-mae:3946.09253	validation_1-mae:6057.93066
[1668]	validation_0-mae:3944.96118	validation_1-mae:6058.24268
[1669]	validation_0-mae:3944.53687	validation_1-mae:6058.20068
[1670]	validation_0-mae:3944.20581	validation_1-mae:6058.24414
[1671]	validation_0-mae:3943.71167	validation_1-mae:6058.36084
[1672]	validation_0-mae:3942.75586	validation_1-mae:6058.52197
[1673]	validation_0-mae:3941.90283	validation_1-mae:6058.08643
[1674]	validation_0-mae:3940.55664	validation_1-mae:6058.40625
[1675]	validation_0-mae:3939.53564	validation_1-mae:6058.44727
[1676]	validation_0-mae:3939.12573	validation_1-mae:6058.44092
[1677]	validation_0-mae:3938.35376	validation_1-mae:6058.28857
[1678]	validation_0-mae:3937.50220	validation_1-mae:6058.34375
[1679]	validation_0-mae:3937.14331	validation_1-mae:6058.26709
[1680]	validation_0-mae:3936.76074	validation_1-mae:6058.27881
[1681]	validation_0-mae:3935.80688	validation_1-mae:6058.13721
[1682]	validation_0-mae:3934.98144	validation_1-mae:6058.40137
[1683]	validation_0-mae:3933.73828	validation_1-mae:6058.29980
[1684]	validation_0-mae:3932.69922	validation_1-mae:6058.22412
[1685]	validation_0-mae:3931.83081	validation_1-mae:6058.66406
[1686]	validation_0-mae:3930.78174	validation_1-mae:6058.69385
[1687]	validation_0-mae:3929.80664	validation_1-mae:6058.69434
[1688]	validation_0-mae:3928.57812	validation_1-mae:6058.96680
[1689]	validation_0-mae:3927.81299	validation_1-mae:6059.12891
[1690]	validation_0-mae:3926.76978	validation_1-mae:6059.21094
[1691]	validation_0-mae:3926.44727	validation_1-mae:6059.32812
[1692]	validation_0-mae:3926.19458	validation_1-mae:6059.34326
[1693]	validation_0-mae:3925.94458	validation_1-mae:6059.40186
[1694]	validation_0-mae:3924.88452	validation_1-mae:6059.00195
[1695]	validation_0-mae:3923.96533	validation_1-mae:6059.16699
[1696]	validation_0-mae:3923.02490	validation_1-mae:6058.78711
[1697]	validation_0-mae:3921.88940	validation_1-mae:6057.91455
[1698]	validation_0-mae:3921.12842	validation_1-mae:6058.50928
[1699]	validation_0-mae:3920.39160	validation_1-mae:6058.84228
Dropping: 000
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20745.88867
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.02148
[5]	validation_0-mae:17301.18555	validation_1-mae:17050.82422
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.00586
[7]	validation_0-mae:14475.86523	validation_1-mae:14245.83789
[8]	validation_0-mae:13346.72363	validation_1-mae:13123.64844
[9]	validation_0-mae:12383.51367	validation_1-mae:12163.87012
[10]	validation_0-mae:11563.51367	validation_1-mae:11347.74512
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.29981
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.88086
[13]	validation_0-mae:9819.80371	validation_1-mae:9623.30957
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.83984
[15]	validation_0-mae:9084.22363	validation_1-mae:8905.41797
[16]	validation_0-mae:8802.57812	validation_1-mae:8634.02246
[17]	validation_0-mae:8567.55664	validation_1-mae:8408.41016
[18]	validation_0-mae:8374.81055	validation_1-mae:8220.28320
[19]	validation_0-mae:8212.58887	validation_1-mae:8066.61133
[20]	validation_0-mae:8070.96777	validation_1-mae:7941.99512
[21]	validation_0-mae:7947.68457	validation_1-mae:7833.69971
[22]	validation_0-mae:7848.43018	validation_1-mae:7743.73535
[23]	validation_0-mae:7764.05371	validation_1-mae:7671.50879
[24]	validation_0-mae:7680.64307	validation_1-mae:7595.64209
[25]	validation_0-mae:7612.70557	validation_1-mae:7539.28955
[26]	validation_0-mae:7556.82568	validation_1-mae:7492.52734
[27]	validation_0-mae:7497.41895	validation_1-mae:7439.50635
[28]	validation_0-mae:7442.96826	validation_1-mae:7392.24170
[29]	validation_0-mae:7397.47412	validation_1-mae:7351.48730
[30]	validation_0-mae:7356.86572	validation_1-mae:7316.79053
[31]	validation_0-mae:7327.34668	validation_1-mae:7295.29688
[32]	validation_0-mae:7296.28955	validation_1-mae:7272.96680
[33]	validation_0-mae:7267.05029	validation_1-mae:7252.37793
[34]	validation_0-mae:7235.19531	validation_1-mae:7228.91113
[35]	validation_0-mae:7214.64746	validation_1-mae:7211.49951
[36]	validation_0-mae:7193.15381	validation_1-mae:7201.29980
[37]	validation_0-mae:7173.04443	validation_1-mae:7191.65723
[38]	validation_0-mae:7151.34424	validation_1-mae:7175.90576
[39]	validation_0-mae:7127.48682	validation_1-mae:7158.74853
[40]	validation_0-mae:7107.54492	validation_1-mae:7144.45508
[41]	validation_0-mae:7082.81152	validation_1-mae:7124.06738
[42]	validation_0-mae:7058.21191	validation_1-mae:7102.45557
[43]	validation_0-mae:7040.14014	validation_1-mae:7094.69971
[44]	validation_0-mae:7027.50586	validation_1-mae:7085.82227
[45]	validation_0-mae:7015.21045	validation_1-mae:7077.03955
[46]	validation_0-mae:6996.82275	validation_1-mae:7062.71631
[47]	validation_0-mae:6981.00537	validation_1-mae:7049.30469
[48]	validation_0-mae:6965.92920	validation_1-mae:7043.32520
[49]	validation_0-mae:6951.86865	validation_1-mae:7036.07275
[50]	validation_0-mae:6929.29492	validation_1-mae:7016.36035
[51]	validation_0-mae:6916.62647	validation_1-mae:7004.34912
[52]	validation_0-mae:6899.97412	validation_1-mae:6989.02881
[53]	validation_0-mae:6883.08545	validation_1-mae:6975.06201
[54]	validation_0-mae:6865.64551	validation_1-mae:6961.83496
[55]	validation_0-mae:6851.88281	validation_1-mae:6953.42041
[56]	validation_0-mae:6839.42676	validation_1-mae:6945.83398
[57]	validation_0-mae:6823.34570	validation_1-mae:6931.17773
[58]	validation_0-mae:6809.83740	validation_1-mae:6921.20850
[59]	validation_0-mae:6798.34375	validation_1-mae:6912.13965
[60]	validation_0-mae:6789.22559	validation_1-mae:6906.85840
[61]	validation_0-mae:6774.90918	validation_1-mae:6896.88721
[62]	validation_0-mae:6759.94287	validation_1-mae:6889.30078
[63]	validation_0-mae:6749.26367	validation_1-mae:6883.63086
[64]	validation_0-mae:6739.79639	validation_1-mae:6880.46387
[65]	validation_0-mae:6724.37988	validation_1-mae:6865.95215
[66]	validation_0-mae:6715.22510	validation_1-mae:6859.44727
[67]	validation_0-mae:6702.56201	validation_1-mae:6849.64453
[68]	validation_0-mae:6688.36084	validation_1-mae:6836.14600
[69]	validation_0-mae:6675.01611	validation_1-mae:6825.54492
[70]	validation_0-mae:6664.43750	validation_1-mae:6820.70898
[71]	validation_0-mae:6647.69629	validation_1-mae:6809.08838
[72]	validation_0-mae:6639.98438	validation_1-mae:6805.51416
[73]	validation_0-mae:6623.77734	validation_1-mae:6791.15137
[74]	validation_0-mae:6615.72168	validation_1-mae:6786.79785
[75]	validation_0-mae:6608.35986	validation_1-mae:6780.23047
[76]	validation_0-mae:6598.68066	validation_1-mae:6773.74463
[77]	validation_0-mae:6589.37744	validation_1-mae:6767.50830
[78]	validation_0-mae:6578.60010	validation_1-mae:6758.33301
[79]	validation_0-mae:6568.95410	validation_1-mae:6751.29590
[80]	validation_0-mae:6563.89502	validation_1-mae:6747.45459
[81]	validation_0-mae:6551.46826	validation_1-mae:6736.40772
[82]	validation_0-mae:6543.70459	validation_1-mae:6732.26318
[83]	validation_0-mae:6538.23779	validation_1-mae:6728.39648
[84]	validation_0-mae:6528.49268	validation_1-mae:6722.69385
[85]	validation_0-mae:6516.19629	validation_1-mae:6712.62012
[86]	validation_0-mae:6507.96973	validation_1-mae:6707.80713
[87]	validation_0-mae:6498.42627	validation_1-mae:6701.06348
[88]	validation_0-mae:6487.34424	validation_1-mae:6692.37256
[89]	validation_0-mae:6481.28418	validation_1-mae:6690.34033
[90]	validation_0-mae:6472.02100	validation_1-mae:6683.04102
[91]	validation_0-mae:6464.52832	validation_1-mae:6678.01123
[92]	validation_0-mae:6460.38037	validation_1-mae:6675.76709
[93]	validation_0-mae:6456.05615	validation_1-mae:6671.85889
[94]	validation_0-mae:6452.56006	validation_1-mae:6668.92725
[95]	validation_0-mae:6441.89746	validation_1-mae:6661.27344
[96]	validation_0-mae:6438.60742	validation_1-mae:6657.06201
[97]	validation_0-mae:6430.80322	validation_1-mae:6653.54785
[98]	validation_0-mae:6425.49170	validation_1-mae:6651.48340
[99]	validation_0-mae:6417.12549	validation_1-mae:6646.06885
[100]	validation_0-mae:6411.72949	validation_1-mae:6642.27393
[101]	validation_0-mae:6403.30176	validation_1-mae:6635.44434
[102]	validation_0-mae:6391.24072	validation_1-mae:6625.42188
[103]	validation_0-mae:6386.18066	validation_1-mae:6622.62402
[104]	validation_0-mae:6382.13770	validation_1-mae:6619.11182
[105]	validation_0-mae:6376.79248	validation_1-mae:6617.05811
[106]	validation_0-mae:6372.50635	validation_1-mae:6615.72559
[107]	validation_0-mae:6362.30713	validation_1-mae:6609.21045
[108]	validation_0-mae:6353.94727	validation_1-mae:6602.85352
[109]	validation_0-mae:6348.71875	validation_1-mae:6599.43408
[110]	validation_0-mae:6345.67969	validation_1-mae:6597.44238
[111]	validation_0-mae:6335.47461	validation_1-mae:6591.44385
[112]	validation_0-mae:6327.74414	validation_1-mae:6585.73584
[113]	validation_0-mae:6324.18701	validation_1-mae:6584.11719
[114]	validation_0-mae:6316.67969	validation_1-mae:6578.62402
[115]	validation_0-mae:6305.02344	validation_1-mae:6570.45996
[116]	validation_0-mae:6298.99951	validation_1-mae:6566.39697
[117]	validation_0-mae:6295.35107	validation_1-mae:6564.57959
[118]	validation_0-mae:6293.18262	validation_1-mae:6562.78857
[119]	validation_0-mae:6285.68701	validation_1-mae:6559.76562
[120]	validation_0-mae:6280.65137	validation_1-mae:6556.67383
[121]	validation_0-mae:6273.98877	validation_1-mae:6552.86084
[122]	validation_0-mae:6268.71387	validation_1-mae:6550.44092
[123]	validation_0-mae:6262.37158	validation_1-mae:6546.77246
[124]	validation_0-mae:6257.72852	validation_1-mae:6544.00488
[125]	validation_0-mae:6254.89746	validation_1-mae:6542.14160
[126]	validation_0-mae:6252.03711	validation_1-mae:6540.18945
[127]	validation_0-mae:6245.84326	validation_1-mae:6537.49951
[128]	validation_0-mae:6240.36963	validation_1-mae:6534.14844
[129]	validation_0-mae:6236.95068	validation_1-mae:6531.45166
[130]	validation_0-mae:6231.26709	validation_1-mae:6528.12793
[131]	validation_0-mae:6228.38818	validation_1-mae:6528.44775
[132]	validation_0-mae:6222.19873	validation_1-mae:6523.46728
[133]	validation_0-mae:6216.46387	validation_1-mae:6519.57471
[134]	validation_0-mae:6210.69629	validation_1-mae:6515.22168
[135]	validation_0-mae:6204.79004	validation_1-mae:6512.65186
[136]	validation_0-mae:6198.27246	validation_1-mae:6508.52148
[137]	validation_0-mae:6193.29199	validation_1-mae:6506.45654
[138]	validation_0-mae:6186.25586	validation_1-mae:6501.01807
[139]	validation_0-mae:6184.25830	validation_1-mae:6500.38574
[140]	validation_0-mae:6181.93848	validation_1-mae:6499.46191
[141]	validation_0-mae:6180.05811	validation_1-mae:6498.34424
[142]	validation_0-mae:6175.46191	validation_1-mae:6495.29590
[143]	validation_0-mae:6171.55322	validation_1-mae:6493.06641
[144]	validation_0-mae:6165.69434	validation_1-mae:6489.06494
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[1684]	validation_0-mae:3918.60010	validation_1-mae:6049.19727
[1685]	validation_0-mae:3917.11987	validation_1-mae:6049.44238
[1686]	validation_0-mae:3915.41748	validation_1-mae:6049.58350
[1687]	validation_0-mae:3914.17407	validation_1-mae:6049.29639
[1688]	validation_0-mae:3913.05444	validation_1-mae:6049.27978
[1689]	validation_0-mae:3912.52515	validation_1-mae:6049.49072
[1690]	validation_0-mae:3912.11108	validation_1-mae:6049.43359
[1691]	validation_0-mae:3911.52173	validation_1-mae:6049.08789
[1692]	validation_0-mae:3911.04517	validation_1-mae:6048.80518
[1693]	validation_0-mae:3910.33179	validation_1-mae:6048.79004
[1694]	validation_0-mae:3909.66455	validation_1-mae:6048.58984
[1695]	validation_0-mae:3909.04736	validation_1-mae:6048.61865
[1696]	validation_0-mae:3908.64014	validation_1-mae:6048.63330
[1697]	validation_0-mae:3908.05713	validation_1-mae:6048.61475
[1698]	validation_0-mae:3907.29150	validation_1-mae:6048.59766
[1699]	validation_0-mae:3906.81982	validation_1-mae:6048.64697
Dropping: sel
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20745.88867
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.02148
[5]	validation_0-mae:17301.18555	validation_1-mae:17050.82422
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.00586
[7]	validation_0-mae:14475.86523	validation_1-mae:14245.83789
[8]	validation_0-mae:13346.72363	validation_1-mae:13123.64844
[9]	validation_0-mae:12383.51367	validation_1-mae:12163.87012
[10]	validation_0-mae:11563.51367	validation_1-mae:11347.74512
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.29981
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.88086
[13]	validation_0-mae:9819.80371	validation_1-mae:9623.30957
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.83984
[15]	validation_0-mae:9084.22363	validation_1-mae:8905.41797
[16]	validation_0-mae:8802.57812	validation_1-mae:8634.02246
[17]	validation_0-mae:8567.55664	validation_1-mae:8408.41016
[18]	validation_0-mae:8374.81055	validation_1-mae:8220.28320
[19]	validation_0-mae:8212.58887	validation_1-mae:8066.61133
[20]	validation_0-mae:8070.96777	validation_1-mae:7941.99561
[21]	validation_0-mae:7947.68457	validation_1-mae:7833.69971
[22]	validation_0-mae:7848.43018	validation_1-mae:7743.73535
[23]	validation_0-mae:7764.05371	validation_1-mae:7671.50879
[24]	validation_0-mae:7680.64307	validation_1-mae:7595.64209
[25]	validation_0-mae:7612.70557	validation_1-mae:7539.28955
[26]	validation_0-mae:7556.82568	validation_1-mae:7492.52734
[27]	validation_0-mae:7497.41895	validation_1-mae:7439.73535
[28]	validation_0-mae:7442.96826	validation_1-mae:7392.47119
[29]	validation_0-mae:7397.47412	validation_1-mae:7351.71680
[30]	validation_0-mae:7356.86572	validation_1-mae:7317.02002
[31]	validation_0-mae:7327.34668	validation_1-mae:7295.52637
[32]	validation_0-mae:7296.28955	validation_1-mae:7273.19629
[33]	validation_0-mae:7267.05029	validation_1-mae:7252.60693
[34]	validation_0-mae:7235.19531	validation_1-mae:7229.14062
[35]	validation_0-mae:7214.64746	validation_1-mae:7211.72852
[36]	validation_0-mae:7193.15381	validation_1-mae:7201.52881
[37]	validation_0-mae:7173.04443	validation_1-mae:7191.88672
[38]	validation_0-mae:7151.34424	validation_1-mae:7176.13525
[39]	validation_0-mae:7127.48682	validation_1-mae:7158.97754
[40]	validation_0-mae:7107.54492	validation_1-mae:7144.54346
[41]	validation_0-mae:7082.81152	validation_1-mae:7124.15527
[42]	validation_0-mae:7058.21191	validation_1-mae:7102.54443
[43]	validation_0-mae:7040.14014	validation_1-mae:7094.78760
[44]	validation_0-mae:7027.50586	validation_1-mae:7085.91064
[45]	validation_0-mae:7015.21045	validation_1-mae:7077.12793
[46]	validation_0-mae:6996.82275	validation_1-mae:7062.80518
[47]	validation_0-mae:6981.00537	validation_1-mae:7049.39307
[48]	validation_0-mae:6965.92920	validation_1-mae:7043.41309
[49]	validation_0-mae:6951.86865	validation_1-mae:7036.16113
[50]	validation_0-mae:6929.29492	validation_1-mae:7016.44824
[51]	validation_0-mae:6916.62647	validation_1-mae:7004.43750
[52]	validation_0-mae:6899.97754	validation_1-mae:6989.02978
[53]	validation_0-mae:6883.08887	validation_1-mae:6975.06299
[54]	validation_0-mae:6865.64844	validation_1-mae:6961.83545
[55]	validation_0-mae:6851.88574	validation_1-mae:6953.42188
[56]	validation_0-mae:6839.42920	validation_1-mae:6945.83447
[57]	validation_0-mae:6823.34863	validation_1-mae:6931.17822
[58]	validation_0-mae:6809.83887	validation_1-mae:6921.20801
[59]	validation_0-mae:6798.28809	validation_1-mae:6912.03027
[60]	validation_0-mae:6789.16650	validation_1-mae:6906.74609
[61]	validation_0-mae:6774.84912	validation_1-mae:6896.77490
[62]	validation_0-mae:6759.88379	validation_1-mae:6889.18555
[63]	validation_0-mae:6749.19824	validation_1-mae:6883.48096
[64]	validation_0-mae:6739.74561	validation_1-mae:6880.32031
[65]	validation_0-mae:6724.33301	validation_1-mae:6865.81397
[66]	validation_0-mae:6715.24072	validation_1-mae:6859.15234
[67]	validation_0-mae:6702.57422	validation_1-mae:6849.35352
[68]	validation_0-mae:6688.36133	validation_1-mae:6835.83984
[69]	validation_0-mae:6673.98438	validation_1-mae:6823.95703
[70]	validation_0-mae:6660.93213	validation_1-mae:6813.82080
[71]	validation_0-mae:6651.29639	validation_1-mae:6807.64502
[72]	validation_0-mae:6643.58252	validation_1-mae:6803.98926
[73]	validation_0-mae:6636.11670	validation_1-mae:6798.04297
[74]	validation_0-mae:6626.25391	validation_1-mae:6789.92725
[75]	validation_0-mae:6614.70312	validation_1-mae:6781.59961
[76]	validation_0-mae:6606.37353	validation_1-mae:6775.88135
[77]	validation_0-mae:6593.62256	validation_1-mae:6767.06299
[78]	validation_0-mae:6583.79053	validation_1-mae:6761.03076
[79]	validation_0-mae:6574.76709	validation_1-mae:6755.87256
[80]	validation_0-mae:6563.68408	validation_1-mae:6747.48340
[81]	validation_0-mae:6558.06787	validation_1-mae:6743.91797
[82]	validation_0-mae:6551.29590	validation_1-mae:6738.70898
[83]	validation_0-mae:6544.38135	validation_1-mae:6731.95703
[84]	validation_0-mae:6536.52344	validation_1-mae:6728.52734
[85]	validation_0-mae:6527.68115	validation_1-mae:6722.64209
[86]	validation_0-mae:6519.50781	validation_1-mae:6716.42725
[87]	validation_0-mae:6510.98584	validation_1-mae:6713.48828
[88]	validation_0-mae:6502.81299	validation_1-mae:6706.95752
[89]	validation_0-mae:6497.96826	validation_1-mae:6705.39307
[90]	validation_0-mae:6486.68018	validation_1-mae:6695.53467
[91]	validation_0-mae:6476.55127	validation_1-mae:6688.97070
[92]	validation_0-mae:6470.53564	validation_1-mae:6686.77881
[93]	validation_0-mae:6463.46631	validation_1-mae:6681.42090
[94]	validation_0-mae:6460.57080	validation_1-mae:6678.15625
[95]	validation_0-mae:6453.31543	validation_1-mae:6672.44922
[96]	validation_0-mae:6448.22314	validation_1-mae:6669.52978
[97]	validation_0-mae:6442.83203	validation_1-mae:6666.17383
[98]	validation_0-mae:6435.27295	validation_1-mae:6660.11523
[99]	validation_0-mae:6430.53662	validation_1-mae:6658.85596
[100]	validation_0-mae:6424.15869	validation_1-mae:6653.87207
[101]	validation_0-mae:6417.62256	validation_1-mae:6649.93555
[102]	validation_0-mae:6406.26172	validation_1-mae:6643.63086
[103]	validation_0-mae:6399.01758	validation_1-mae:6638.52100
[104]	validation_0-mae:6396.37744	validation_1-mae:6636.93506
[105]	validation_0-mae:6387.53174	validation_1-mae:6629.19922
[106]	validation_0-mae:6381.30518	validation_1-mae:6628.43945
[107]	validation_0-mae:6375.75879	validation_1-mae:6625.54883
[108]	validation_0-mae:6369.59473	validation_1-mae:6621.70898
[109]	validation_0-mae:6367.00635	validation_1-mae:6620.92529
[110]	validation_0-mae:6363.35938	validation_1-mae:6619.01855
[111]	validation_0-mae:6359.25781	validation_1-mae:6615.60547
[112]	validation_0-mae:6351.52637	validation_1-mae:6610.42432
[113]	validation_0-mae:6344.06348	validation_1-mae:6604.76416
[114]	validation_0-mae:6337.63477	validation_1-mae:6600.93994
[115]	validation_0-mae:6334.61230	validation_1-mae:6599.86084
[116]	validation_0-mae:6329.66406	validation_1-mae:6596.54639
[117]	validation_0-mae:6324.74463	validation_1-mae:6594.78125
[118]	validation_0-mae:6320.23486	validation_1-mae:6592.25244
[119]	validation_0-mae:6316.42334	validation_1-mae:6588.97217
[120]	validation_0-mae:6313.25732	validation_1-mae:6587.95703
[121]	validation_0-mae:6305.56348	validation_1-mae:6582.17578
[122]	validation_0-mae:6296.62842	validation_1-mae:6576.05029
[123]	validation_0-mae:6290.66992	validation_1-mae:6573.61230
[124]	validation_0-mae:6288.22949	validation_1-mae:6571.67578
[125]	validation_0-mae:6282.91748	validation_1-mae:6569.37988
[126]	validation_0-mae:6275.08984	validation_1-mae:6564.01416
[127]	validation_0-mae:6268.64746	validation_1-mae:6561.25977
[128]	validation_0-mae:6265.81055	validation_1-mae:6561.15430
[129]	validation_0-mae:6260.60938	validation_1-mae:6558.09375
[130]	validation_0-mae:6258.90381	validation_1-mae:6556.59912
[131]	validation_0-mae:6252.04736	validation_1-mae:6552.51709
[132]	validation_0-mae:6246.55225	validation_1-mae:6548.70361
[133]	validation_0-mae:6242.53027	validation_1-mae:6547.19775
[134]	validation_0-mae:6239.40869	validation_1-mae:6544.26953
[135]	validation_0-mae:6234.70898	validation_1-mae:6541.07812
[136]	validation_0-mae:6230.54639	validation_1-mae:6538.52734
[137]	validation_0-mae:6226.23438	validation_1-mae:6537.07129
[138]	validation_0-mae:6224.48096	validation_1-mae:6537.04932
[139]	validation_0-mae:6218.15478	validation_1-mae:6532.21045
[140]	validation_0-mae:6215.66064	validation_1-mae:6531.40625
[141]	validation_0-mae:6211.30762	validation_1-mae:6530.21924
[142]	validation_0-mae:6208.33154	validation_1-mae:6527.89600
[143]	validation_0-mae:6198.41162	validation_1-mae:6521.71875
[144]	validation_0-mae:6194.36523	validation_1-mae:6519.55078
[145]	validation_0-mae:6188.19629	validation_1-mae:6515.58350
[146]	validation_0-mae:6183.29443	validation_1-mae:6512.56250
[147]	validation_0-mae:6180.12598	validation_1-mae:6510.79492
[148]	validation_0-mae:6175.75879	validation_1-mae:6507.86133
[149]	validation_0-mae:6171.35742	validation_1-mae:6504.55273
[150]	validation_0-mae:6162.95361	validation_1-mae:6499.23438
[151]	validation_0-mae:6158.36133	validation_1-mae:6495.91455
[152]	validation_0-mae:6155.42725	validation_1-mae:6494.57812
[153]	validation_0-mae:6153.53955	validation_1-mae:6493.96191
[154]	validation_0-mae:6149.62598	validation_1-mae:6493.05029
[155]	validation_0-mae:6145.82373	validation_1-mae:6491.77783
[156]	validation_0-mae:6142.90527	validation_1-mae:6490.90527
[157]	validation_0-mae:6140.49365	validation_1-mae:6489.28955
[158]	validation_0-mae:6133.87842	validation_1-mae:6485.55713
[159]	validation_0-mae:6130.02978	validation_1-mae:6484.09717
[160]	validation_0-mae:6125.12061	validation_1-mae:6480.24316
[161]	validation_0-mae:6117.20654	validation_1-mae:6474.57373
[162]	validation_0-mae:6114.23096	validation_1-mae:6473.43359
[163]	validation_0-mae:6109.10986	validation_1-mae:6470.48682
[164]	validation_0-mae:6101.32129	validation_1-mae:6467.82910
[165]	validation_0-mae:6098.16309	validation_1-mae:6466.09180
[166]	validation_0-mae:6095.42188	validation_1-mae:6464.33936
[167]	validation_0-mae:6091.05566	validation_1-mae:6463.44189
[168]	validation_0-mae:6089.61768	validation_1-mae:6463.73975
[169]	validation_0-mae:6085.13525	validation_1-mae:6460.41748
[170]	validation_0-mae:6079.09619	validation_1-mae:6455.01855
[171]	validation_0-mae:6074.90088	validation_1-mae:6452.26318
[172]	validation_0-mae:6068.91357	validation_1-mae:6448.33984
[173]	validation_0-mae:6065.30811	validation_1-mae:6446.69482
[174]	validation_0-mae:6059.49561	validation_1-mae:6442.88672
[175]	validation_0-mae:6058.45410	validation_1-mae:6442.54199
[176]	validation_0-mae:6054.10840	validation_1-mae:6441.56934
[177]	validation_0-mae:6050.87256	validation_1-mae:6441.01660
[178]	validation_0-mae:6048.63867	validation_1-mae:6440.81348
[179]	validation_0-mae:6045.54736	validation_1-mae:6438.90918
[180]	validation_0-mae:6043.82666	validation_1-mae:6437.83398
[181]	validation_0-mae:6038.29785	validation_1-mae:6433.89404
[182]	validation_0-mae:6036.04883	validation_1-mae:6433.40772
[183]	validation_0-mae:6030.75781	validation_1-mae:6430.13477
[184]	validation_0-mae:6026.82910	validation_1-mae:6427.82910
[185]	validation_0-mae:6024.40723	validation_1-mae:6426.74853
[186]	validation_0-mae:6019.06934	validation_1-mae:6423.71875
[187]	validation_0-mae:6016.56397	validation_1-mae:6423.30078
[188]	validation_0-mae:6013.34863	validation_1-mae:6421.81836
[189]	validation_0-mae:6010.82861	validation_1-mae:6421.13965
[190]	validation_0-mae:6007.32422	validation_1-mae:6419.43164
[191]	validation_0-mae:6004.95508	validation_1-mae:6418.59228
[192]	validation_0-mae:6001.25586	validation_1-mae:6415.56397
[193]	validation_0-mae:5997.41064	validation_1-mae:6413.99561
[194]	validation_0-mae:5994.66504	validation_1-mae:6413.65478
[195]	validation_0-mae:5989.42676	validation_1-mae:6412.76807
[196]	validation_0-mae:5987.16797	validation_1-mae:6411.23291
[197]	validation_0-mae:5984.86279	validation_1-mae:6410.72217
[198]	validation_0-mae:5980.68164	validation_1-mae:6409.49268
[199]	validation_0-mae:5972.03564	validation_1-mae:6403.31934
[200]	validation_0-mae:5967.85156	validation_1-mae:6400.88770
[201]	validation_0-mae:5964.91748	validation_1-mae:6400.16455
[202]	validation_0-mae:5962.34766	validation_1-mae:6400.52637
[203]	validation_0-mae:5960.93701	validation_1-mae:6399.47022
[204]	validation_0-mae:5958.20020	validation_1-mae:6398.00684
[205]	validation_0-mae:5954.65527	validation_1-mae:6398.35596
[206]	validation_0-mae:5951.24365	validation_1-mae:6396.95068
[207]	validation_0-mae:5948.54639	validation_1-mae:6395.60352
[208]	validation_0-mae:5947.41748	validation_1-mae:6395.27295
[209]	validation_0-mae:5944.32227	validation_1-mae:6394.89307
[210]	validation_0-mae:5941.37061	validation_1-mae:6393.25488
[211]	validation_0-mae:5938.40186	validation_1-mae:6391.02100
[212]	validation_0-mae:5935.39697	validation_1-mae:6389.94385
[213]	validation_0-mae:5933.30566	validation_1-mae:6389.50684
[214]	validation_0-mae:5930.53027	validation_1-mae:6388.56250
[215]	validation_0-mae:5927.25635	validation_1-mae:6389.39990
[216]	validation_0-mae:5924.74414	validation_1-mae:6389.25244
[217]	validation_0-mae:5922.28418	validation_1-mae:6387.64844
[218]	validation_0-mae:5915.49414	validation_1-mae:6382.54443
[219]	validation_0-mae:5913.76123	validation_1-mae:6381.77100
[220]	validation_0-mae:5912.00830	validation_1-mae:6380.48193
[221]	validation_0-mae:5906.06201	validation_1-mae:6378.40234
[222]	validation_0-mae:5904.08301	validation_1-mae:6378.03076
[223]	validation_0-mae:5900.21777	validation_1-mae:6375.68603
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[226]	validation_0-mae:5892.93311	validation_1-mae:6373.96191
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[1523]	validation_0-mae:4030.61743	validation_1-mae:6070.20068
[1524]	validation_0-mae:4029.86377	validation_1-mae:6070.22852
[1525]	validation_0-mae:4029.11890	validation_1-mae:6070.53516
[1526]	validation_0-mae:4027.70581	validation_1-mae:6070.31738
[1527]	validation_0-mae:4026.63696	validation_1-mae:6070.62012
[1528]	validation_0-mae:4025.83984	validation_1-mae:6070.62109
[1529]	validation_0-mae:4025.25855	validation_1-mae:6070.52588
[1530]	validation_0-mae:4024.51343	validation_1-mae:6070.94385
[1531]	validation_0-mae:4023.13086	validation_1-mae:6070.50879
[1532]	validation_0-mae:4022.42358	validation_1-mae:6070.14453
[1533]	validation_0-mae:4022.13037	validation_1-mae:6070.03076
[1534]	validation_0-mae:4021.67358	validation_1-mae:6070.42188
[1535]	validation_0-mae:4020.64307	validation_1-mae:6070.61133
[1536]	validation_0-mae:4020.15161	validation_1-mae:6070.45508
[1537]	validation_0-mae:4018.70679	validation_1-mae:6071.03613
[1538]	validation_0-mae:4017.63013	validation_1-mae:6070.86328
[1539]	validation_0-mae:4016.56812	validation_1-mae:6071.10791
[1540]	validation_0-mae:4015.42041	validation_1-mae:6070.75879
[1541]	validation_0-mae:4014.33276	validation_1-mae:6070.34424
[1542]	validation_0-mae:4013.27002	validation_1-mae:6070.65283
[1543]	validation_0-mae:4011.85913	validation_1-mae:6071.07715
[1544]	validation_0-mae:4010.94702	validation_1-mae:6070.79590
[1545]	validation_0-mae:4010.18481	validation_1-mae:6070.91455
[1546]	validation_0-mae:4009.68677	validation_1-mae:6071.28320
[1547]	validation_0-mae:4009.30005	validation_1-mae:6071.06103
[1548]	validation_0-mae:4008.13818	validation_1-mae:6071.00195
[1549]	validation_0-mae:4006.75610	validation_1-mae:6071.56250
[1550]	validation_0-mae:4006.07593	validation_1-mae:6071.63184
[1551]	validation_0-mae:4004.98828	validation_1-mae:6072.12012
[1552]	validation_0-mae:4004.72461	validation_1-mae:6071.98730
[1553]	validation_0-mae:4004.37451	validation_1-mae:6072.13574
[1554]	validation_0-mae:4004.22241	validation_1-mae:6072.14453
[1555]	validation_0-mae:4003.15698	validation_1-mae:6072.31885
[1556]	validation_0-mae:4002.41431	validation_1-mae:6072.30420
[1557]	validation_0-mae:4001.20068	validation_1-mae:6072.21631
[1558]	validation_0-mae:4000.79468	validation_1-mae:6072.15918
[1559]	validation_0-mae:3999.95264	validation_1-mae:6072.22119
[1560]	validation_0-mae:3999.69116	validation_1-mae:6072.35303
[1561]	validation_0-mae:3998.88208	validation_1-mae:6072.74072
[1562]	validation_0-mae:3998.34912	validation_1-mae:6073.06152
[1563]	validation_0-mae:3997.56445	validation_1-mae:6072.56494
[1564]	validation_0-mae:3996.87158	validation_1-mae:6072.76318
[1565]	validation_0-mae:3996.62524	validation_1-mae:6072.65088
[1566]	validation_0-mae:3996.36035	validation_1-mae:6072.59375
[1567]	validation_0-mae:3995.36670	validation_1-mae:6072.33838
[1568]	validation_0-mae:3994.44360	validation_1-mae:6072.49365
[1569]	validation_0-mae:3993.78735	validation_1-mae:6073.06006
[1570]	validation_0-mae:3993.43042	validation_1-mae:6073.13428
[1571]	validation_0-mae:3993.41650	validation_1-mae:6073.17578
[1572]	validation_0-mae:3992.76978	validation_1-mae:6073.16650
[1573]	validation_0-mae:3992.64844	validation_1-mae:6073.37402
[1574]	validation_0-mae:3991.73022	validation_1-mae:6073.07324
[1575]	validation_0-mae:3990.87964	validation_1-mae:6073.06348
[1576]	validation_0-mae:3989.79785	validation_1-mae:6073.04102
[1577]	validation_0-mae:3988.95190	validation_1-mae:6073.07764
[1578]	validation_0-mae:3988.16138	validation_1-mae:6073.19189
[1579]	validation_0-mae:3987.44287	validation_1-mae:6073.24414
[1580]	validation_0-mae:3985.99121	validation_1-mae:6073.07129
[1581]	validation_0-mae:3985.14673	validation_1-mae:6073.22998
[1582]	validation_0-mae:3984.59692	validation_1-mae:6073.11377
[1583]	validation_0-mae:3984.35352	validation_1-mae:6073.10498
[1584]	validation_0-mae:3982.84741	validation_1-mae:6073.17969
[1585]	validation_0-mae:3981.96631	validation_1-mae:6072.94873
[1586]	validation_0-mae:3981.33838	validation_1-mae:6072.92920
[1587]	validation_0-mae:3981.08936	validation_1-mae:6072.82178
[1588]	validation_0-mae:3980.07642	validation_1-mae:6072.19238
[1589]	validation_0-mae:3979.72046	validation_1-mae:6072.45850
[1590]	validation_0-mae:3978.70239	validation_1-mae:6072.02490
[1591]	validation_0-mae:3978.06763	validation_1-mae:6072.23975
[1592]	validation_0-mae:3977.02979	validation_1-mae:6071.90772
[1593]	validation_0-mae:3975.79297	validation_1-mae:6071.53955
[1594]	validation_0-mae:3974.95776	validation_1-mae:6071.27783
[1595]	validation_0-mae:3974.24829	validation_1-mae:6071.36670
[1596]	validation_0-mae:3973.41357	validation_1-mae:6071.07910
[1597]	validation_0-mae:3972.15405	validation_1-mae:6071.11230
[1598]	validation_0-mae:3971.44238	validation_1-mae:6070.81250
[1599]	validation_0-mae:3970.30225	validation_1-mae:6071.33008
[1600]	validation_0-mae:3969.16431	validation_1-mae:6071.06006
[1601]	validation_0-mae:3968.09058	validation_1-mae:6070.41455
[1602]	validation_0-mae:3967.03345	validation_1-mae:6070.20117
[1603]	validation_0-mae:3965.88843	validation_1-mae:6070.08252
[1604]	validation_0-mae:3965.52588	validation_1-mae:6070.12402
[1605]	validation_0-mae:3964.81128	validation_1-mae:6070.22217
[1606]	validation_0-mae:3964.08936	validation_1-mae:6070.16943
[1607]	validation_0-mae:3963.48608	validation_1-mae:6070.35449
[1608]	validation_0-mae:3963.03467	validation_1-mae:6070.54980
[1609]	validation_0-mae:3962.27783	validation_1-mae:6070.56934
[1610]	validation_0-mae:3961.85230	validation_1-mae:6070.52832
[1611]	validation_0-mae:3961.37500	validation_1-mae:6070.39697
[1612]	validation_0-mae:3960.65356	validation_1-mae:6070.45801
[1613]	validation_0-mae:3959.69727	validation_1-mae:6070.17822
[1614]	validation_0-mae:3959.11621	validation_1-mae:6070.09375
[1615]	validation_0-mae:3957.71899	validation_1-mae:6069.89795
[1616]	validation_0-mae:3956.52661	validation_1-mae:6070.04004
[1617]	validation_0-mae:3955.40649	validation_1-mae:6069.93701
[1618]	validation_0-mae:3954.00366	validation_1-mae:6069.93799
[1619]	validation_0-mae:3952.72510	validation_1-mae:6070.24853
[1620]	validation_0-mae:3951.37109	validation_1-mae:6070.02002
[1621]	validation_0-mae:3949.96558	validation_1-mae:6070.42285
[1622]	validation_0-mae:3949.39014	validation_1-mae:6070.52637
[1623]	validation_0-mae:3948.46973	validation_1-mae:6070.94629
[1624]	validation_0-mae:3947.41577	validation_1-mae:6070.84082
[1625]	validation_0-mae:3946.23755	validation_1-mae:6070.33838
[1626]	validation_0-mae:3945.54077	validation_1-mae:6070.22266
[1627]	validation_0-mae:3944.59082	validation_1-mae:6070.22656
[1628]	validation_0-mae:3943.91187	validation_1-mae:6070.44141
[1629]	validation_0-mae:3943.12915	validation_1-mae:6070.03711
[1630]	validation_0-mae:3942.11523	validation_1-mae:6070.47559
[1631]	validation_0-mae:3940.98535	validation_1-mae:6070.73486
[1632]	validation_0-mae:3940.16821	validation_1-mae:6070.95361
[1633]	validation_0-mae:3938.85767	validation_1-mae:6070.38086
[1634]	validation_0-mae:3938.15161	validation_1-mae:6069.98926
[1635]	validation_0-mae:3937.90063	validation_1-mae:6070.15918
[1636]	validation_0-mae:3936.93628	validation_1-mae:6069.77441
[1637]	validation_0-mae:3936.31934	validation_1-mae:6069.55225
[1638]	validation_0-mae:3935.89502	validation_1-mae:6069.44678
[1639]	validation_0-mae:3935.52759	validation_1-mae:6069.67822
[1640]	validation_0-mae:3935.08423	validation_1-mae:6069.87988
[1641]	validation_0-mae:3934.55054	validation_1-mae:6069.90772
[1642]	validation_0-mae:3934.28613	validation_1-mae:6070.03857
[1643]	validation_0-mae:3933.81226	validation_1-mae:6070.25537
[1644]	validation_0-mae:3933.43140	validation_1-mae:6070.27344
[1645]	validation_0-mae:3932.89380	validation_1-mae:6069.85645
[1646]	validation_0-mae:3932.41284	validation_1-mae:6069.70068
[1647]	validation_0-mae:3931.76392	validation_1-mae:6069.87158
[1648]	validation_0-mae:3930.57422	validation_1-mae:6070.48047
[1649]	validation_0-mae:3930.16333	validation_1-mae:6070.34424
[1650]	validation_0-mae:3929.52368	validation_1-mae:6070.25293
[1651]	validation_0-mae:3929.40503	validation_1-mae:6070.26514
[1652]	validation_0-mae:3928.78687	validation_1-mae:6070.65088
[1653]	validation_0-mae:3927.87329	validation_1-mae:6070.17676
[1654]	validation_0-mae:3927.24268	validation_1-mae:6070.21143
[1655]	validation_0-mae:3926.01880	validation_1-mae:6069.83203
[1656]	validation_0-mae:3925.25708	validation_1-mae:6069.88623
[1657]	validation_0-mae:3923.97363	validation_1-mae:6070.07373
[1658]	validation_0-mae:3922.75952	validation_1-mae:6070.59570
[1659]	validation_0-mae:3921.96655	validation_1-mae:6070.78320
[1660]	validation_0-mae:3920.96313	validation_1-mae:6070.58447
[1661]	validation_0-mae:3919.96020	validation_1-mae:6071.03125
[1662]	validation_0-mae:3919.85742	validation_1-mae:6071.08789
[1663]	validation_0-mae:3919.77173	validation_1-mae:6071.16992
[1664]	validation_0-mae:3919.40771	validation_1-mae:6070.91357
[1665]	validation_0-mae:3918.38452	validation_1-mae:6071.05029
[1666]	validation_0-mae:3917.56763	validation_1-mae:6070.69141
[1667]	validation_0-mae:3916.51416	validation_1-mae:6070.93457
[1668]	validation_0-mae:3915.55469	validation_1-mae:6070.80811
[1669]	validation_0-mae:3913.96875	validation_1-mae:6070.99707
[1670]	validation_0-mae:3913.22217	validation_1-mae:6070.82275
[1671]	validation_0-mae:3911.47559	validation_1-mae:6071.24902
[1672]	validation_0-mae:3910.58813	validation_1-mae:6071.41650
[1673]	validation_0-mae:3909.18896	validation_1-mae:6071.72412
[1674]	validation_0-mae:3908.26099	validation_1-mae:6071.90234
[1675]	validation_0-mae:3907.50903	validation_1-mae:6071.61816
[1676]	validation_0-mae:3906.11670	validation_1-mae:6071.87109
[1677]	validation_0-mae:3905.42065	validation_1-mae:6072.06055
[1678]	validation_0-mae:3904.37329	validation_1-mae:6072.59668
[1679]	validation_0-mae:3903.54394	validation_1-mae:6072.07324
[1680]	validation_0-mae:3902.78320	validation_1-mae:6072.42920
[1681]	validation_0-mae:3901.75806	validation_1-mae:6072.55420
[1682]	validation_0-mae:3900.71143	validation_1-mae:6071.97168
[1683]	validation_0-mae:3900.12012	validation_1-mae:6071.97754
[1684]	validation_0-mae:3898.74683	validation_1-mae:6072.18115
[1685]	validation_0-mae:3897.86865	validation_1-mae:6072.33545
[1686]	validation_0-mae:3897.06470	validation_1-mae:6072.34033
[1687]	validation_0-mae:3896.30298	validation_1-mae:6071.81836
[1688]	validation_0-mae:3895.08838	validation_1-mae:6072.16553
[1689]	validation_0-mae:3894.39600	validation_1-mae:6071.66553
[1690]	validation_0-mae:3893.56958	validation_1-mae:6071.34668
[1691]	validation_0-mae:3892.65210	validation_1-mae:6070.95117
[1692]	validation_0-mae:3891.87915	validation_1-mae:6071.02930
[1693]	validation_0-mae:3891.49878	validation_1-mae:6071.02783
[1694]	validation_0-mae:3890.74780	validation_1-mae:6070.70459
[1695]	validation_0-mae:3889.63965	validation_1-mae:6070.59863
[1696]	validation_0-mae:3889.06567	validation_1-mae:6070.53906
[1697]	validation_0-mae:3888.74390	validation_1-mae:6070.37939
[1698]	validation_0-mae:3888.26123	validation_1-mae:6070.58252
[1699]	validation_0-mae:3888.20874	validation_1-mae:6070.58350
Dropping: oryginal
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20745.88867
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.02148
[5]	validation_0-mae:17301.18555	validation_1-mae:17050.82422
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.00586
[7]	validation_0-mae:14475.86523	validation_1-mae:14245.83789
[8]	validation_0-mae:13346.72363	validation_1-mae:13123.64844
[9]	validation_0-mae:12383.51367	validation_1-mae:12163.87012
[10]	validation_0-mae:11563.51367	validation_1-mae:11347.74512
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.29981
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.88086
[13]	validation_0-mae:9819.80371	validation_1-mae:9623.30957
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.83984
[15]	validation_0-mae:9084.22363	validation_1-mae:8905.41797
[16]	validation_0-mae:8802.57812	validation_1-mae:8634.02246
[17]	validation_0-mae:8567.55664	validation_1-mae:8408.41016
[18]	validation_0-mae:8374.81055	validation_1-mae:8220.28320
[19]	validation_0-mae:8212.58887	validation_1-mae:8066.61133
[20]	validation_0-mae:8070.96777	validation_1-mae:7941.99561
[21]	validation_0-mae:7947.68457	validation_1-mae:7833.69971
[22]	validation_0-mae:7848.43018	validation_1-mae:7743.73535
[23]	validation_0-mae:7764.05371	validation_1-mae:7671.50879
[24]	validation_0-mae:7680.64307	validation_1-mae:7595.64209
[25]	validation_0-mae:7612.70557	validation_1-mae:7539.28955
[26]	validation_0-mae:7556.82568	validation_1-mae:7492.52734
[27]	validation_0-mae:7497.41895	validation_1-mae:7439.73535
[28]	validation_0-mae:7442.96826	validation_1-mae:7392.47119
[29]	validation_0-mae:7397.47412	validation_1-mae:7351.71680
[30]	validation_0-mae:7356.86572	validation_1-mae:7317.02002
[31]	validation_0-mae:7327.34668	validation_1-mae:7295.52637
[32]	validation_0-mae:7296.28955	validation_1-mae:7273.19629
[33]	validation_0-mae:7267.05078	validation_1-mae:7252.60693
[34]	validation_0-mae:7235.14990	validation_1-mae:7229.06689
[35]	validation_0-mae:7214.58936	validation_1-mae:7211.65478
[36]	validation_0-mae:7193.09180	validation_1-mae:7201.45508
[37]	validation_0-mae:7172.98291	validation_1-mae:7191.47510
[38]	validation_0-mae:7151.24756	validation_1-mae:7175.36865
[39]	validation_0-mae:7127.37012	validation_1-mae:7158.21045
[40]	validation_0-mae:7107.44824	validation_1-mae:7143.91016
[41]	validation_0-mae:7082.70410	validation_1-mae:7123.49561
[42]	validation_0-mae:7057.93311	validation_1-mae:7101.69141
[43]	validation_0-mae:7039.85791	validation_1-mae:7093.93652
[44]	validation_0-mae:7027.23975	validation_1-mae:7085.09522
[45]	validation_0-mae:7008.82959	validation_1-mae:7070.61963
[46]	validation_0-mae:6994.32178	validation_1-mae:7064.80762
[47]	validation_0-mae:6979.72754	validation_1-mae:7053.30469
[48]	validation_0-mae:6965.78027	validation_1-mae:7044.06397
[49]	validation_0-mae:6947.57617	validation_1-mae:7031.38574
[50]	validation_0-mae:6929.04395	validation_1-mae:7014.23096
[51]	validation_0-mae:6916.81152	validation_1-mae:7002.46826
[52]	validation_0-mae:6903.11963	validation_1-mae:6990.26416
[53]	validation_0-mae:6886.86230	validation_1-mae:6979.15625
[54]	validation_0-mae:6873.09473	validation_1-mae:6971.13672
[55]	validation_0-mae:6863.67578	validation_1-mae:6965.59766
[56]	validation_0-mae:6843.02100	validation_1-mae:6950.13135
[57]	validation_0-mae:6833.16016	validation_1-mae:6942.82812
[58]	validation_0-mae:6816.45166	validation_1-mae:6931.97900
[59]	validation_0-mae:6803.21777	validation_1-mae:6922.25488
[60]	validation_0-mae:6786.79443	validation_1-mae:6909.78174
[61]	validation_0-mae:6768.70947	validation_1-mae:6893.78272
[62]	validation_0-mae:6755.45752	validation_1-mae:6882.56689
[63]	validation_0-mae:6741.31201	validation_1-mae:6867.84180
[64]	validation_0-mae:6731.61865	validation_1-mae:6857.97754
[65]	validation_0-mae:6718.57666	validation_1-mae:6850.00830
[66]	validation_0-mae:6705.39600	validation_1-mae:6842.05908
[67]	validation_0-mae:6691.26025	validation_1-mae:6831.59766
[68]	validation_0-mae:6678.22510	validation_1-mae:6823.38037
[69]	validation_0-mae:6670.35303	validation_1-mae:6815.97607
[70]	validation_0-mae:6659.94189	validation_1-mae:6807.40332
[71]	validation_0-mae:6653.10791	validation_1-mae:6800.68311
[72]	validation_0-mae:6643.64697	validation_1-mae:6793.61621
[73]	validation_0-mae:6631.39990	validation_1-mae:6784.58887
[74]	validation_0-mae:6623.07178	validation_1-mae:6779.21875
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[1617]	validation_0-mae:3978.53955	validation_1-mae:6032.82910
[1618]	validation_0-mae:3978.10693	validation_1-mae:6032.95752
[1619]	validation_0-mae:3977.10644	validation_1-mae:6033.27051
[1620]	validation_0-mae:3976.49634	validation_1-mae:6033.86670
[1621]	validation_0-mae:3975.82983	validation_1-mae:6033.85498
[1622]	validation_0-mae:3975.51880	validation_1-mae:6033.99609
[1623]	validation_0-mae:3974.78247	validation_1-mae:6034.10547
[1624]	validation_0-mae:3974.31934	validation_1-mae:6033.96777
[1625]	validation_0-mae:3973.53369	validation_1-mae:6033.94971
[1626]	validation_0-mae:3972.30444	validation_1-mae:6034.15527
[1627]	validation_0-mae:3971.66455	validation_1-mae:6034.44043
[1628]	validation_0-mae:3970.71265	validation_1-mae:6034.36963
[1629]	validation_0-mae:3970.43457	validation_1-mae:6034.54346
[1630]	validation_0-mae:3969.72925	validation_1-mae:6034.73145
[1631]	validation_0-mae:3969.09937	validation_1-mae:6034.43994
[1632]	validation_0-mae:3968.23535	validation_1-mae:6034.38574
[1633]	validation_0-mae:3967.62158	validation_1-mae:6034.32422
[1634]	validation_0-mae:3967.11377	validation_1-mae:6034.27539
[1635]	validation_0-mae:3966.72583	validation_1-mae:6034.35791
[1636]	validation_0-mae:3966.16626	validation_1-mae:6034.59082
[1637]	validation_0-mae:3965.72998	validation_1-mae:6034.56103
[1638]	validation_0-mae:3965.28833	validation_1-mae:6034.63135
[1639]	validation_0-mae:3965.02002	validation_1-mae:6034.74561
[1640]	validation_0-mae:3964.81030	validation_1-mae:6034.79785
[1641]	validation_0-mae:3963.97852	validation_1-mae:6035.01611
[1642]	validation_0-mae:3963.02979	validation_1-mae:6035.35010
[1643]	validation_0-mae:3962.66431	validation_1-mae:6035.40478
[1644]	validation_0-mae:3961.92822	validation_1-mae:6035.43506
[1645]	validation_0-mae:3960.79517	validation_1-mae:6035.32178
[1646]	validation_0-mae:3959.75366	validation_1-mae:6035.65039
[1647]	validation_0-mae:3959.28223	validation_1-mae:6035.68311
[1648]	validation_0-mae:3958.48511	validation_1-mae:6035.56982
[1649]	validation_0-mae:3958.00708	validation_1-mae:6035.75781
[1650]	validation_0-mae:3956.95630	validation_1-mae:6035.85010
[1651]	validation_0-mae:3956.38916	validation_1-mae:6036.34473
[1652]	validation_0-mae:3955.84521	validation_1-mae:6036.55811
[1653]	validation_0-mae:3955.63208	validation_1-mae:6036.60742
[1654]	validation_0-mae:3954.46289	validation_1-mae:6036.55615
[1655]	validation_0-mae:3953.37476	validation_1-mae:6036.31738
[1656]	validation_0-mae:3952.10352	validation_1-mae:6036.77783
[1657]	validation_0-mae:3950.95728	validation_1-mae:6037.02832
[1658]	validation_0-mae:3949.91016	validation_1-mae:6037.16357
[1659]	validation_0-mae:3949.05884	validation_1-mae:6037.33105
[1660]	validation_0-mae:3948.38013	validation_1-mae:6037.14014
[1661]	validation_0-mae:3947.74072	validation_1-mae:6037.28076
[1662]	validation_0-mae:3946.83350	validation_1-mae:6037.33154
[1663]	validation_0-mae:3945.79419	validation_1-mae:6036.93750
[1664]	validation_0-mae:3944.33569	validation_1-mae:6036.76611
[1665]	validation_0-mae:3943.61157	validation_1-mae:6036.89404
[1666]	validation_0-mae:3942.79077	validation_1-mae:6036.40430
[1667]	validation_0-mae:3941.98755	validation_1-mae:6036.36523
[1668]	validation_0-mae:3941.19702	validation_1-mae:6036.75049
[1669]	validation_0-mae:3939.65991	validation_1-mae:6037.19629
[1670]	validation_0-mae:3938.91064	validation_1-mae:6037.62109
[1671]	validation_0-mae:3938.35400	validation_1-mae:6038.01904
[1672]	validation_0-mae:3937.68726	validation_1-mae:6037.97754
[1673]	validation_0-mae:3936.73511	validation_1-mae:6038.34570
[1674]	validation_0-mae:3935.24048	validation_1-mae:6038.93506
[1675]	validation_0-mae:3934.25122	validation_1-mae:6039.39355
[1676]	validation_0-mae:3933.05469	validation_1-mae:6040.05664
[1677]	validation_0-mae:3932.34961	validation_1-mae:6040.11963
[1678]	validation_0-mae:3931.22583	validation_1-mae:6040.10938
[1679]	validation_0-mae:3930.65039	validation_1-mae:6040.49316
[1680]	validation_0-mae:3929.46118	validation_1-mae:6040.41699
[1681]	validation_0-mae:3928.33008	validation_1-mae:6040.40869
[1682]	validation_0-mae:3927.41357	validation_1-mae:6040.80713
[1683]	validation_0-mae:3926.40088	validation_1-mae:6040.15723
[1684]	validation_0-mae:3925.69482	validation_1-mae:6040.18359
[1685]	validation_0-mae:3925.00610	validation_1-mae:6040.00147
[1686]	validation_0-mae:3923.99097	validation_1-mae:6039.69043
[1687]	validation_0-mae:3923.02930	validation_1-mae:6039.38330
[1688]	validation_0-mae:3922.17773	validation_1-mae:6039.26270
[1689]	validation_0-mae:3921.33350	validation_1-mae:6039.08105
[1690]	validation_0-mae:3920.21655	validation_1-mae:6038.65039
[1691]	validation_0-mae:3919.32300	validation_1-mae:6038.50928
[1692]	validation_0-mae:3918.27808	validation_1-mae:6038.46191
[1693]	validation_0-mae:3917.45483	validation_1-mae:6038.49316
[1694]	validation_0-mae:3916.39258	validation_1-mae:6038.59668
[1695]	validation_0-mae:3915.41602	validation_1-mae:6038.79297
[1696]	validation_0-mae:3914.64307	validation_1-mae:6038.81934
[1697]	validation_0-mae:3914.20630	validation_1-mae:6038.89111
[1698]	validation_0-mae:3912.87720	validation_1-mae:6038.71387
[1699]	validation_0-mae:3911.89209	validation_1-mae:6038.63623
Dropping: titanium
[0]	validation_0-mae:28662.97461	validation_1-mae:28297.30273
[1]	validation_0-mae:25818.07031	validation_1-mae:25488.22070
[2]	validation_0-mae:23282.50781	validation_1-mae:22974.48242
[3]	validation_0-mae:21031.46680	validation_1-mae:20746.37305
[4]	validation_0-mae:19043.08594	validation_1-mae:18783.50586
[5]	validation_0-mae:17301.18555	validation_1-mae:17051.30859
[6]	validation_0-mae:15788.85156	validation_1-mae:15546.49023
[7]	validation_0-mae:14475.86523	validation_1-mae:14246.32227
[8]	validation_0-mae:13346.72363	validation_1-mae:13124.13281
[9]	validation_0-mae:12383.51367	validation_1-mae:12164.35547
[10]	validation_0-mae:11563.51367	validation_1-mae:11348.23047
[11]	validation_0-mae:10874.35449	validation_1-mae:10666.50293
[12]	validation_0-mae:10304.22168	validation_1-mae:10103.72363
[13]	validation_0-mae:9819.80371	validation_1-mae:9622.95019
[14]	validation_0-mae:9418.70606	validation_1-mae:9232.35547
[15]	validation_0-mae:9084.22363	validation_1-mae:8904.93359
[16]	validation_0-mae:8802.57812	validation_1-mae:8633.53809
[17]	validation_0-mae:8567.55664	validation_1-mae:8407.92578
[18]	validation_0-mae:8374.81055	validation_1-mae:8219.79981
[19]	validation_0-mae:8212.58887	validation_1-mae:8066.12695
[20]	validation_0-mae:8070.96777	validation_1-mae:7941.51074
[21]	validation_0-mae:7947.68457	validation_1-mae:7833.21533
[22]	validation_0-mae:7848.43018	validation_1-mae:7743.25098
[23]	validation_0-mae:7764.05371	validation_1-mae:7671.02393
[24]	validation_0-mae:7680.64307	validation_1-mae:7595.15772
[25]	validation_0-mae:7612.70557	validation_1-mae:7538.80518
[26]	validation_0-mae:7556.82568	validation_1-mae:7492.04297
[27]	validation_0-mae:7497.41895	validation_1-mae:7439.25098
[28]	validation_0-mae:7442.96826	validation_1-mae:7391.98682
[29]	validation_0-mae:7397.47412	validation_1-mae:7351.23242
[30]	validation_0-mae:7356.86084	validation_1-mae:7316.53564
[31]	validation_0-mae:7327.34180	validation_1-mae:7295.04150
[32]	validation_0-mae:7296.28467	validation_1-mae:7272.71191
[33]	validation_0-mae:7267.04590	validation_1-mae:7252.12256
[34]	validation_0-mae:7235.14453	validation_1-mae:7228.58252
[35]	validation_0-mae:7214.58447	validation_1-mae:7211.16992
[36]	validation_0-mae:7193.08594	validation_1-mae:7200.97022
[37]	validation_0-mae:7172.97754	validation_1-mae:7191.32861
[38]	validation_0-mae:7151.24219	validation_1-mae:7175.22168
[39]	validation_0-mae:7127.36475	validation_1-mae:7158.06397
[40]	validation_0-mae:7107.44238	validation_1-mae:7143.76367
[41]	validation_0-mae:7082.15234	validation_1-mae:7122.35645
[42]	validation_0-mae:7056.95654	validation_1-mae:7099.42529
[43]	validation_0-mae:7038.88184	validation_1-mae:7091.67432
[44]	validation_0-mae:7026.26562	validation_1-mae:7082.85498
[45]	validation_0-mae:7013.51270	validation_1-mae:7073.69824
[46]	validation_0-mae:6997.45898	validation_1-mae:7059.90088
[47]	validation_0-mae:6982.24072	validation_1-mae:7050.41406
[48]	validation_0-mae:6964.90723	validation_1-mae:7034.15674
[49]	validation_0-mae:6950.70117	validation_1-mae:7027.53320
[50]	validation_0-mae:6935.62012	validation_1-mae:7017.09717
[51]	validation_0-mae:6919.69531	validation_1-mae:7006.10400
[52]	validation_0-mae:6906.94092	validation_1-mae:6996.13818
[53]	validation_0-mae:6890.26221	validation_1-mae:6983.36182
[54]	validation_0-mae:6877.69678	validation_1-mae:6976.69922
[55]	validation_0-mae:6855.10254	validation_1-mae:6960.71240
[56]	validation_0-mae:6843.23779	validation_1-mae:6951.62012
[57]	validation_0-mae:6832.11426	validation_1-mae:6941.91113
[58]	validation_0-mae:6820.46338	validation_1-mae:6932.02246
[59]	validation_0-mae:6810.49316	validation_1-mae:6926.71191
[60]	validation_0-mae:6791.66553	validation_1-mae:6912.42822
[61]	validation_0-mae:6781.03516	validation_1-mae:6905.58350
[62]	validation_0-mae:6763.08398	validation_1-mae:6890.27441
[63]	validation_0-mae:6747.85791	validation_1-mae:6875.39551
[64]	validation_0-mae:6737.27783	validation_1-mae:6868.43994
[65]	validation_0-mae:6726.03076	validation_1-mae:6859.53564
[66]	validation_0-mae:6716.89209	validation_1-mae:6854.67969
[67]	validation_0-mae:6705.65918	validation_1-mae:6847.62305
[68]	validation_0-mae:6697.95752	validation_1-mae:6840.62158
[69]	validation_0-mae:6687.79199	validation_1-mae:6835.20557
[70]	validation_0-mae:6673.31836	validation_1-mae:6826.49023
[71]	validation_0-mae:6664.10254	validation_1-mae:6822.18652
[72]	validation_0-mae:6654.91650	validation_1-mae:6814.13965
[73]	validation_0-mae:6642.56982	validation_1-mae:6803.56006
[74]	validation_0-mae:6630.00049	validation_1-mae:6794.63379
[75]	validation_0-mae:6620.01074	validation_1-mae:6787.84375
[76]	validation_0-mae:6606.20654	validation_1-mae:6777.48145
[77]	validation_0-mae:6596.86084	validation_1-mae:6772.91602
[78]	validation_0-mae:6588.02783	validation_1-mae:6764.63867
[79]	validation_0-mae:6578.21826	validation_1-mae:6755.64160
[80]	validation_0-mae:6569.35010	validation_1-mae:6748.79590
[81]	validation_0-mae:6559.95410	validation_1-mae:6743.49170
[82]	validation_0-mae:6550.39307	validation_1-mae:6736.97852
[83]	validation_0-mae:6540.82031	validation_1-mae:6731.26953
[84]	validation_0-mae:6535.44531	validation_1-mae:6727.78125
[85]	validation_0-mae:6525.86084	validation_1-mae:6719.94482
[86]	validation_0-mae:6516.86719	validation_1-mae:6713.64551
[87]	validation_0-mae:6509.41309	validation_1-mae:6709.13867
[88]	validation_0-mae:6499.21191	validation_1-mae:6701.75635
[89]	validation_0-mae:6492.13672	validation_1-mae:6697.29346
[90]	validation_0-mae:6483.79688	validation_1-mae:6692.03613
[91]	validation_0-mae:6476.20117	validation_1-mae:6685.99023
[92]	validation_0-mae:6470.63721	validation_1-mae:6682.79541
[93]	validation_0-mae:6461.24707	validation_1-mae:6675.30273
[94]	validation_0-mae:6454.77832	validation_1-mae:6669.81348
[95]	validation_0-mae:6447.60840	validation_1-mae:6664.04639
[96]	validation_0-mae:6445.18506	validation_1-mae:6661.80127
[97]	validation_0-mae:6438.45264	validation_1-mae:6659.10742
[98]	validation_0-mae:6431.29248	validation_1-mae:6654.54199
[99]	validation_0-mae:6422.79639	validation_1-mae:6650.83838
[100]	validation_0-mae:6417.38428	validation_1-mae:6647.81055
[101]	validation_0-mae:6411.87109	validation_1-mae:6644.39941
[102]	validation_0-mae:6408.87061	validation_1-mae:6640.91650
[103]	validation_0-mae:6401.57373	validation_1-mae:6636.60352
[104]	validation_0-mae:6393.79736	validation_1-mae:6630.62988
[105]	validation_0-mae:6389.82715	validation_1-mae:6628.08887
[106]	validation_0-mae:6382.05957	validation_1-mae:6622.71387
[107]	validation_0-mae:6376.20020	validation_1-mae:6618.32910
[108]	validation_0-mae:6370.02100	validation_1-mae:6614.51660
[109]	validation_0-mae:6364.25586	validation_1-mae:6611.23584
[110]	validation_0-mae:6357.74023	validation_1-mae:6605.85742
[111]	validation_0-mae:6355.89941	validation_1-mae:6604.06836
[112]	validation_0-mae:6350.87891	validation_1-mae:6599.81201
[113]	validation_0-mae:6345.39648	validation_1-mae:6596.77539
[114]	validation_0-mae:6340.75391	validation_1-mae:6594.60010
[115]	validation_0-mae:6332.98096	validation_1-mae:6590.20020
[116]	validation_0-mae:6327.82373	validation_1-mae:6589.44482
[117]	validation_0-mae:6324.01758	validation_1-mae:6587.01562
[118]	validation_0-mae:6320.46875	validation_1-mae:6585.80811
[119]	validation_0-mae:6315.85742	validation_1-mae:6582.15918
[120]	validation_0-mae:6309.25781	validation_1-mae:6576.42383
[121]	validation_0-mae:6304.34228	validation_1-mae:6574.03760
[122]	validation_0-mae:6298.88916	validation_1-mae:6569.40625
[123]	validation_0-mae:6292.93408	validation_1-mae:6566.64355
[124]	validation_0-mae:6285.16455	validation_1-mae:6563.41650
[125]	validation_0-mae:6280.74170	validation_1-mae:6560.40869
[126]	validation_0-mae:6277.53711	validation_1-mae:6558.23193
[127]	validation_0-mae:6272.81738	validation_1-mae:6555.89404
[128]	validation_0-mae:6270.44678	validation_1-mae:6554.14111
[129]	validation_0-mae:6265.79639	validation_1-mae:6551.99561
[130]	validation_0-mae:6256.48535	validation_1-mae:6544.28027
[131]	validation_0-mae:6251.01025	validation_1-mae:6540.52441
[132]	validation_0-mae:6247.58105	validation_1-mae:6537.82959
[133]	validation_0-mae:6244.17285	validation_1-mae:6536.11719
[134]	validation_0-mae:6235.26758	validation_1-mae:6531.91846
[135]	validation_0-mae:6232.05029	validation_1-mae:6529.79346
[136]	validation_0-mae:6229.91016	validation_1-mae:6528.22949
[137]	validation_0-mae:6226.07812	validation_1-mae:6525.64795
[138]	validation_0-mae:6218.67334	validation_1-mae:6520.15039
[139]	validation_0-mae:6215.08545	validation_1-mae:6519.28760
[140]	validation_0-mae:6214.16113	validation_1-mae:6518.25586
[141]	validation_0-mae:6209.75977	validation_1-mae:6515.81934
[142]	validation_0-mae:6205.34326	validation_1-mae:6514.50195
[143]	validation_0-mae:6201.23242	validation_1-mae:6512.25391
[144]	validation_0-mae:6199.35986	validation_1-mae:6512.13135
[145]	validation_0-mae:6192.47510	validation_1-mae:6507.01709
[146]	validation_0-mae:6185.87451	validation_1-mae:6503.17871
[147]	validation_0-mae:6177.10303	validation_1-mae:6498.07861
[148]	validation_0-mae:6171.56934	validation_1-mae:6494.87353
[149]	validation_0-mae:6168.17432	validation_1-mae:6491.39453
[150]	validation_0-mae:6163.36182	validation_1-mae:6488.47314
[151]	validation_0-mae:6159.88232	validation_1-mae:6487.32959
[152]	validation_0-mae:6156.04736	validation_1-mae:6486.45410
[153]	validation_0-mae:6153.08008	validation_1-mae:6484.97119
[154]	validation_0-mae:6150.40869	validation_1-mae:6483.45117
[155]	validation_0-mae:6149.35449	validation_1-mae:6482.82568
[156]	validation_0-mae:6144.71240	validation_1-mae:6480.04980
[157]	validation_0-mae:6139.49756	validation_1-mae:6477.07666
[158]	validation_0-mae:6134.15674	validation_1-mae:6475.18066
[159]	validation_0-mae:6130.05029	validation_1-mae:6473.32178
[160]	validation_0-mae:6123.88232	validation_1-mae:6469.19189
[161]	validation_0-mae:6118.88184	validation_1-mae:6466.08350
[162]	validation_0-mae:6115.75439	validation_1-mae:6464.03906
[163]	validation_0-mae:6111.59131	validation_1-mae:6463.09570
[164]	validation_0-mae:6109.85938	validation_1-mae:6462.27686
[165]	validation_0-mae:6104.42383	validation_1-mae:6458.44092
[166]	validation_0-mae:6100.24365	validation_1-mae:6457.55762
[167]	validation_0-mae:6097.36230	validation_1-mae:6455.41260
[168]	validation_0-mae:6092.36523	validation_1-mae:6454.62695
[169]	validation_0-mae:6089.60840	validation_1-mae:6453.15625
[170]	validation_0-mae:6084.99072	validation_1-mae:6451.13281
[171]	validation_0-mae:6083.07178	validation_1-mae:6449.66943
[172]	validation_0-mae:6080.14209	validation_1-mae:6448.97607
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[952]	validation_0-mae:4603.68066	validation_1-mae:6056.88525
[953]	validation_0-mae:4602.40186	validation_1-mae:6056.30664
[954]	validation_0-mae:4601.83936	validation_1-mae:6056.25147
[955]	validation_0-mae:4601.75439	validation_1-mae:6056.32031
[956]	validation_0-mae:4601.09131	validation_1-mae:6056.42773
[957]	validation_0-mae:4599.71728	validation_1-mae:6055.89893
[958]	validation_0-mae:4598.93115	validation_1-mae:6056.23291
[959]	validation_0-mae:4598.76855	validation_1-mae:6056.20361
[960]	validation_0-mae:4597.55762	validation_1-mae:6056.36768
[961]	validation_0-mae:4596.61475	validation_1-mae:6056.60791
[962]	validation_0-mae:4594.34131	validation_1-mae:6057.02588
[963]	validation_0-mae:4592.98779	validation_1-mae:6057.05127
[964]	validation_0-mae:4591.71680	validation_1-mae:6056.73242
[965]	validation_0-mae:4590.07471	validation_1-mae:6056.22266
[966]	validation_0-mae:4588.40039	validation_1-mae:6056.49951

---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
<ipython-input-34-5075c9687a8c> in <module>
     13     xgb1.fit(X_train,y_train,
     14         eval_set=[(X_train, y_train), (X_test, y_test)],
---> 15         eval_metric='mae'
     16         )
     17 

C:\Anaconda\lib\site-packages\xgboost\sklearn.py in fit(self, X, y, sample_weight, base_margin, eval_set, eval_metric, early_stopping_rounds, verbose, xgb_model, sample_weight_eval_set, callbacks)
    547                               evals_result=evals_result, obj=obj, feval=feval,
    548                               verbose_eval=verbose, xgb_model=xgb_model,
--> 549                               callbacks=callbacks)
    550 
    551         if evals_result:

C:\Anaconda\lib\site-packages\xgboost\training.py in train(params, dtrain, num_boost_round, evals, obj, feval, maximize, early_stopping_rounds, evals_result, verbose_eval, xgb_model, callbacks)
    207                            evals=evals,
    208                            obj=obj, feval=feval,
--> 209                            xgb_model=xgb_model, callbacks=callbacks)
    210 
    211 

C:\Anaconda\lib\site-packages\xgboost\training.py in _train_internal(params, dtrain, num_boost_round, evals, obj, feval, xgb_model, callbacks)
     72         # Skip the first update if it is a recovery step.
     73         if version % 2 == 0:
---> 74             bst.update(dtrain, i, obj)
     75             bst.save_rabit_checkpoint()
     76             version += 1

C:\Anaconda\lib\site-packages\xgboost\core.py in update(self, dtrain, iteration, fobj)
   1246             _check_call(_LIB.XGBoosterUpdateOneIter(self.handle,
   1247                                                     ctypes.c_int(iteration),
-> 1248                                                     dtrain.handle))
   1249         else:
   1250             pred = self.predict(dtrain, training=True)

KeyboardInterrupt:

variable_importance = CombineTwoLists(X_train.columns.values.tolist(), xgb.feature_importances_.tolist())
variable_importance.sort(key = lambda x:x[1], reverse = True)

variable_importance

[['year', 0.08690470457077026],
 ['mercedes', 0.03742607682943344],
 ['engine_cm3', 0.03118079900741577],
 ['porsche', 0.03052400052547455],
 ['rover', 0.021512029692530632],
 ['dodge', 0.021144330501556396],
 ['engine_type_Diesel', 0.020128628239035606],
 ['corsa', 0.020116474479436874],
 ['qashqai', 0.018851082772016525],
 ['ins', 0.018624035641551018],
 ['audi', 0.018289292231202126],
 ['dacia', 0.01811533421278],
 ['bmw', 0.016742205247282982],
 ['lexus', 0.016664376482367516],
 ['ford', 0.016415121033787727],
 ['volvo', 0.014457215555012226],
 ['drive', 0.014337797649204731],
 ['mazda', 0.013796056620776653],
 ['engine_type_Benzyna', 0.010049796663224697],
 ['20d', 0.010007426142692566],
 ['province_moravian-silesian region', 0.009211301803588867],
 ['chevrolet', 0.008486620150506496],
 ['honda', 0.008470995351672173],
 ['chrysler', 0.008142606355249882],
 ['clio', 0.008054296486079693],
 ['temp', 0.007142818532884121],
 ['fiat', 0.006648942828178406],
 ['40km', 0.0065321181900799274],
 ['focus', 0.006475973874330521],
 ['seria', 0.006382850464433432],
 ['octavia', 0.006276594940572977],
 ['jaguar', 0.0061740148812532425],
 ['201', 0.0058766757138073444],
 ['man', 0.005812275223433971],
 ['110', 0.00564382690936327],
 ['citroën', 0.005542390514165163],
 ['avensis', 0.0055315326899290085],
 ['dsg', 0.005531358066946268],
 ['quattro', 0.005449133459478617],
 ['province_region hovestaden', 0.005272201262414455],
 ['line', 0.005214437376707792],
 ['peugeot', 0.005171171855181456],
 ['fiesta', 0.0051512387581169605],
 ['opel', 0.005105891730636358],
 ['pro', 0.0050885798409581184],
 ['monde', 0.005043529439717531],
 ['astra', 0.004970421548932791],
 ['pre', 0.004954977426677942],
 ['130', 0.004829502664506435],
 ['asa', 0.004814332351088524],
 ['volkswagen', 0.004712200723588467],
 ['tiv', 0.004638712387531996],
 ['fv23', 0.0046311719343066216],
 ['salon', 0.004591114819049835],
 ['kod', 0.004586090799421072],
 ['aut', 0.004555762745440006],
 ['50km', 0.004541333764791489],
 ['mat', 0.0044417716562747955],
 ['jeep', 0.004413320682942867],
 ['gwa', 0.0042715054005384445],
 ['for', 0.0042585888877511024],
 ['okazja', 0.0042572347447276115],
 ['par', 0.004214203450828791],
 ['super', 0.004190879873931408],
 ['pier', 0.004165019374340773],
 ['fabia', 0.004110036883503199],
 ['toyota', 0.004040492232888937],
 ['engine_type_Hybryda', 0.004035891965031624],
 ['province_wilno', 0.004034172743558884],
 ['turb', 0.003973117098212242],
 ['mileage_km', 0.003941848874092102],
 ['wyp', 0.003923397045582533],
 ['sport', 0.0039124260656535625],
 ['tsi', 0.0038941032253205776],
 ['province_languedoc-roussillon-midi-pyrénées', 0.0038857937324792147],
 ['180', 0.0038475936744362116],
 ['ele', 0.0038369109388440847],
 ['renault', 0.003706946736201644],
 ['4x4', 0.003586633363738656],
 ['and', 0.0035731897223740816],
 ['alfa', 0.0035220240242779255],
 ['pakiet', 0.0034579636994749308],
 ['astr', 0.003453252138569951],
 ['pas', 0.0033958558924496174],
 ['tec', 0.003390441881492734],
 ['nissan', 0.0033655615989118814],
 ['120', 0.0033298167400062084],
 ['mega', 0.0032649885397404432],
 ['amer', 0.003258178476244211],
 ['yaris', 0.00323257758282125],
 ['ram', 0.003230565693229437],
 ['lift', 0.0032142214477062225],
 ['nav', 0.003182546701282263],
 ['ora', 0.0031705459114164114],
 ['province_wielkopolskie', 0.0031543306540697813],
 ['pano', 0.0031038126908242702],
 ['kia', 0.0030894973315298557],
 ['rav', 0.0030591250397264957],
 ['hdi', 0.003017331240698695],
 ['raw', 0.0030021294951438904],
 ['kam', 0.0029930942691862583],
 ['tron', 0.0029706195928156376],
 ['grand', 0.0029304842464625835],
 ['przed', 0.0029184839222580194],
 ['cta', 0.002881034277379513],
 ['klima', 0.0028416982386261225],
 ['akt', 0.0028174801263958216],
 ['ass', 0.002795782871544361],
 ['province_podkarpackie', 0.0027925269678235054],
 ['nisk', 0.002791957464069128],
 ['cam', 0.002739319344982505],
 ['lin', 0.0027372310869395733],
 ['pol', 0.0027338149957358837],
 ['ara', 0.002731563989073038],
 ['hyundai', 0.002726047532632947],
 ['province_podlaskie', 0.002723725512623787],
 ['subaru', 0.002671316033229232],
 ['mitsubishi', 0.002657938515767455],
 ['150k', 0.0026423195376992226],
 ['polska', 0.002642041305080056],
 ['90km', 0.0026390620041638613],
 ['golf', 0.0025980547070503235],
 ['tom', 0.0025869072414934635],
 ['province_swietokrzyskie', 0.002581467153504491],
 ['grz', 0.0025546455290168524],
 ['tys', 0.0025421830359846354],
 ['150', 0.002506638178601861],
 ['province_mazowieckie', 0.002418388146907091],
 ['province_opolskie', 0.002406732179224491],
 ['avant', 0.002389589324593544],
 ['vat', 0.0023366326931864023],
 ['tour', 0.0023255031555891037],
 ['ful', 0.002292175544425845],
 ['province_lódzkie', 0.0022651604376733303],
 ['picasso', 0.002262291731312871],
 ['province_lubelskie', 0.0021845423616468906],
 ['tdi', 0.002181154442951083],
 ['aso', 0.0021299654617905617],
 ['pcja', 0.002117999829351902],
 ['kóra', 0.0020973847713321447],
 ['nie', 0.002094125375151634],
 ['suzuki', 0.0020742914639413357],
 ['pod', 0.0020690944511443377],
 ['200', 0.0020647821947932243],
 ['140', 0.0020517476368695498],
 ['fort', 0.0020443678367882967],
 ['xen', 0.0020396357867866755],
 ['tyl', 0.0020336948800832033],
 ['megan', 0.002023911103606224],
 ['170', 0.0020142809953540564],
 ['jak', 0.0020126730669289827],
 ['province_pomorskie', 0.002009095624089241],
 ['province_warmińsko-mazurskie', 0.001980460248887539],
 ['led', 0.0019657525699585676],
 ['sel', 0.0019371358212083578],
 ['klimatyzacj', 0.0019262619316577911],
 ['province_kujawsko-pomorskie', 0.001924773445352912],
 ['tdci', 0.0018667438998818398],
 ['sprowadzon', 0.0018659653142094612],
 ['szy', 0.0018638717010617256],
 ['van', 0.0018600230105221272],
 ['idea', 0.0018215314485132694],
 ['bieg', 0.0018105466151610017],
 ['osob', 0.001790539245121181],
 ['tyś', 0.0017848786665126681],
 ['peł', 0.001769443042576313],
 ['lim', 0.0017675372073426843],
 ['ima', 0.0017242215108126402],
 ['seri', 0.001708287512883544],
 ['sta', 0.0016682329587638378],
 ['reje', 0.0016310443170368671],
 ['polo', 0.0015505383489653468],
 ['tel', 0.001527099055238068],
 ['zadb', 0.0015100239543244243],
 ['park', 0.001451855874620378],
 ['opł', 0.0014204647159203887],
 ['wszy', 0.0012475758558139205],
 ['kier', 0.0009828621987253428]]

final[0]

[[], ['a', 2]]

for index, (element1, el2) in enumerate(zip(a, b)):
    print(el2)

2
3

type(d)

tuple

final

[[[], [0, ('a', 2)]], [1, ('b', 3)]]

c

[1, 2]

def func(a):
    if type(a) == np.ndarray:
        print('yes, correct')
    else:
        return
    print('function quited')

np.array([])

array([], dtype=float64)

b = 'a'

b

int

	ID	title	price	sub_title	mileage_km	year	engine_cm3	city	negotiable	concat_title_subtitle	alfa	audi	bmw	chevrolet	chrysler	citroen	dacia	daewoo	dodge	fiat	ford	honda	hyundai	jaguar	jeep	kia	rover	lexus	mazda	mercedes	mitsubishi	nissan	opel	peugeot	porsche	renault	seat	smart	subaru	suzuki	tesla	toyota	volkswagen	volvo	skoda	drive	fv23	v23	20d	pakiet	akiet	pak	dsg	vat	quattro	quat	fort	line	for	akt	kam	amer	fak	led	lin	tsi	pre	salon	klimatyzacj	sal	ful	corsa	180	tyl	raw	polo	klima	klim	aso	tiv	ima	16v	elektr	gaz	drzw	drz	fabia	opłat	lim	50km	0td	sport	elekt	niemie	sprowadzon	spro	150k	asa	elek	wad	lpg	clio	niem	fiesta	fiest	dobry	ład	opł	201	200	4x4	polska	spr	alufelgi	zadbana	pano	benzyn	benzy	150	enzyna	alufelg	alufel	klas	sce	zadb	90km	ram	man	bdb	105	felgi	gwa	tec	citroën	felg	spo	focus	picasso	astra	megan	jak	pcja	astr	zarejestr	zarejest	zarej	yaris	krajowy	qashqai	qashqa	rejestrowany	reje	ora	jest	nav	iii	pic	kombi	mega	zar	opc	tronik	dam	con	polski	dti	bard	krajow	tom	alu	aut	seria	seri	ara	pan	rej	nie	hdi	str	szyb	kom	golf	przed	polecam	poleca	kraj	gol	nowy	ins	naw	sta	kóra	pierwszy	wszy	titanium	wers	wer	rav	peł	oryginal	pol	pier	fab	okazja	okaz	orygi	skó	oryg	tra	prz	grand	110	lift	wyp	000	super	sup	avant	diesel	diese	rok	lif	turb	dach	wła	pas	bezw	100	tron	idea	cic	tys	ser	tyś	tdci	dci	tour	tempo	tdc	osob	bieg	140	zamia	mały	cam	zam	oso	pryw	ory	bie	avensis	nic	monde	tel	xen	ben	enon	oro	cja	gran	mat	temp	crd	bog	sel	tdi	kod	40km	120	park	tem	130	pro	fote	tani	fot	pdc	grza	170	par	sat	octavia	octavi	max	van	sto	pod	cta	ass	ele	szy	bez	ani	nisk	grz	and	kier	engine_type_Benzyna	engine_type_Diesel	engine_type_Hybryda	engine_type_Elektryczny	province_slaskie	province_mazowieckie	province_lódzkie	province_lubelskie	province_malopolskie	province_wielkopolskie	province_warmińsko-mazurskie	province_lubuskie	province_kujawsko-pomorskie	province_podlaskie	province_podkarpackie	province_pomorskie	province_opolskie	province_swietokrzyskie	province_region midtjylland	province_zylina	province_moravian-silesian region	province_noord-brabant	province_wilno	province_noord-holland	province_region hovestaden	province_nordrhein-westfalen	province_languedoc-roussillon-midi-pyrénées	province_hessen	province_berlin	province_niedersachsen
0	1	Mazda CX-3	69700	150KM 6AT 4x4 SkyPASSION (+ Biala skóra + Safe...	51015.0	2015	1998	Katowice	nan	cx 3 1 6at skysion biala s safety i	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
1	2	Peugeot Partner	19500	Opłacony~Dokumentacja Przebiegu	180000.0	2009	1600	Garbatka-Letnisko	Do negocjacji	tner ay dokumenta eu	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
2	3	Kia Sportage	26800	Opłacona~Napęd 4x4	165000.0	2009	2000	Garbatka-Letnisko	Do negocjacji	age aa napęd	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
3	4	Škoda Roomster	12900	Opłacona~Serwis ASO~Klimatronic~Grzane siedzenia	238000.0	2006	1600	Garbatka-Letnisko	Do negocjacji	ša roomster aa wis ic ne siedzenia	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
4	5	Opel Combo	14500	Klimatyzacja~Przebieg~Faktura~Polski Salon	136000.0	2009	1400	Garbatka-Letnisko	Do negocjacji, Faktura VAT	combo a e fura	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
5307	75460	Seat Ibiza	15900	nan	152000.0	2009	1390	Sulechów	Do negocjacji	ibiza nan	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
5308	75461	Honda Jazz	5200	prywatne	261293.0	2002	1339	Luboń	Do negocjacji	jazz atne	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
5309	75462	Mitsubishi Eclipse Cross 1.5	95000	Salon PL, Bezwypadkowy, Fabryczna gwarancja do...	25000.0	2018	1499	Bielsko-Biała	Do negocjacji, Faktura VAT	eclipse cross 1 5 pl adkowy ryczna ran do ...	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
5310	75463	Mercedes-Benz Klasa B	18700	B 200 SPORT 140 KM, Skóra, Automat, 100% ORYGI...	219000.0	2009	1991	Brodnica	nan	z kl b b km s auat nał garde	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
5311	75464	Kia Picanto 1.0	32500	Salon PL ,I właściciel,pierwsza rejestracja 03...	7400.0	2016	998	Warszawa	Do negocjacji	anto 1 0 pl i śiel wsza a 03 7r ran ryczna	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0